diff --git a/Cargo.lock b/Cargo.lock
index 145a39cf8..63215ef4e 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -58,9 +58,9 @@ dependencies = [
 
 [[package]]
 name = "aligned"
-version = "0.4.2"
+version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "377e4c0ba83e4431b10df45c1d4666f178ea9c552cac93e60c3a88bf32785923"
+checksum = "ee4508988c62edf04abd8d92897fca0c2995d907ce1dfeaf369dac3716a40685"
 dependencies = [
  "as-slice",
 ]
@@ -97,14 +97,14 @@ checksum = "4b46cbb362ab8752921c97e041f5e366ee6297bd428a31275b9fcf1e380f7299"
 
 [[package]]
 name = "anndists"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4bbb2296f2525e53a52680f5c2df6de9a83b8a94cc22a8cc629301a27b5e0b7"
+checksum = "8238f99889a837cd6641360f9f3ead18f70b07bf6ce1f04a319bc6bd8a2f48f1"
 dependencies = [
  "anyhow",
  "cfg-if 1.0.4",
  "cpu-time",
- "env_logger 0.11.8",
+ "env_logger",
  "lazy_static",
  "log",
  "num-traits",
@@ -174,9 +174,9 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.100"
+version = "1.0.102"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
+checksum = "7f202df86484c868dbad7eaa557ef785d5c66295e41b460ef922eca0723b842c"
 
 [[package]]
 name = "approx"
@@ -204,7 +204,7 @@ checksum = "0ae92a5119aa49cdbcf6b9f893fe4e1d98b04ccbf82ee0584ad948a44a734dea"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -255,9 +255,9 @@ dependencies = [
 
 [[package]]
 name = "assert_cmd"
-version = "2.1.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bcbb6924530aa9e0432442af08bbcafdad182db80d2e560da42a6d442535bf85"
+checksum = "9c5bcfa8749ac45dd12cb11055aeeb6b27a3895560d60d71e3c23bf979e60514"
 dependencies = [
  "anstyle",
  "bstr",
@@ -276,22 +276,21 @@ checksum = "9b34d609dfbaf33d6889b2b7106d3ca345eacad44200913df5ba02bfd31d2ba9"
 
 [[package]]
 name = "async-compression"
-version = "0.4.35"
+version = "0.4.41"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07a926debf178f2d355197f9caddb08e54a9329d44748034bba349c5848cb519"
+checksum = "d0f9ee0f6e02ffd7ad5816e9464499fba7b3effd01123b515c41d1697c43dad1"
 dependencies = [
  "compression-codecs",
  "compression-core",
- "futures-core",
  "pin-project-lite",
  "tokio",
 ]
 
 [[package]]
 name = "async-lock"
-version = "3.4.1"
+version = "3.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5fd03604047cee9b6ce9de9f70c6cd540a0520c813cbd49bae61f33ab80ed1dc"
+checksum = "290f7f2596bd5b78a9fec8088ccd89180d7f9f55b94b0576823bbbdc72ee8311"
 dependencies = [
  "event-listener",
  "event-listener-strategy",
@@ -317,7 +316,7 @@ checksum = "c7c24de15d275a1ecfd47a380fb4d5ec9bfe0933f309ed5e705b775596a3574d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -328,7 +327,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -392,7 +391,7 @@ dependencies = [
  "num-traits",
  "pastey",
  "rayon",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "v_frame",
  "y4m",
 ]
@@ -413,9 +412,9 @@ dependencies = [
 
 [[package]]
 name = "avif-serialize"
-version = "0.8.6"
+version = "0.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "47c8fbc0f831f4519fe8b810b6a7a91410ec83031b8233f730a0480029f6a23f"
+checksum = "375082f007bd67184fb9c0374614b29f9aaa604ec301635f72338bb65386a53d"
 dependencies = [
  "arrayvec",
 ]
@@ -453,7 +452,7 @@ dependencies = [
  "sync_wrapper 1.0.2",
  "tokio",
  "tokio-tungstenite",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-layer",
  "tower-service",
  "tracing",
@@ -488,7 +487,7 @@ checksum = "57d123550fa8d071b7255cb0cc04dc302baa6c8c4a79f55701552684d8399bce"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -533,9 +532,9 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_urlencoded",
- "smallvec 1.15.1",
+ "smallvec",
  "tokio",
- "tower 0.5.2",
+ "tower 0.5.3",
  "url",
 ]
 
@@ -563,9 +562,9 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_urlencoded",
- "smallvec 1.15.1",
+ "smallvec",
  "tokio",
- "tower 0.5.2",
+ "tower 0.5.3",
  "url",
 ]
 
@@ -604,9 +603,9 @@ checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
 [[package]]
 name = "base64ct"
-version = "1.8.1"
+version = "1.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0e050f626429857a27ddccb31e0aca21356bfa709c04041aefddac081a8f068a"
+checksum = "2af50177e190e07a26ab74f8b1efbfe2ef87da2116221318cb1c2e82baf7de06"
 
 [[package]]
 name = "bincode"
@@ -644,7 +643,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f49d8fed880d473ea71efb9bf597651e77201bdd4893efe54c9e5d65ae04ce6f"
 dependencies = [
  "annotate-snippets",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "cexpr",
  "clang-sys",
  "itertools 0.13.0",
@@ -653,14 +652,14 @@ dependencies = [
  "regex",
  "rustc-hash 1.1.0",
  "shlex",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "bindgen_cuda"
-version = "0.1.5"
+version = "0.1.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1f8489af5b7d17a81bffe37e0f4d6e1e4de87c87329d05447f22c35d95a1227d"
+checksum = "282be55fb326843bb67cccceeeaf21c961ef303f60018f9a2ab69494dad8eaf9"
 dependencies = [
  "glob",
  "num_cpus",
@@ -711,9 +710,9 @@ checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
 
 [[package]]
 name = "bitflags"
-version = "2.10.0"
+version = "2.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
+checksum = "843867be96c8daad0d758b57df9392b6d8d271134fce549de6ce169ff98a92af"
 dependencies = [
  "serde_core",
 ]
@@ -741,15 +740,16 @@ dependencies = [
 
 [[package]]
 name = "blake3"
-version = "1.8.2"
+version = "1.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3888aaa89e4b2a40fca9848e400f6a658a5a3978de7be858e209cafa8be9a4a0"
+checksum = "2468ef7d57b3fb7e16b576e8377cdbde2320c60e1491e961d11da40fc4f02a2d"
 dependencies = [
  "arrayref",
  "arrayvec",
  "cc",
  "cfg-if 1.0.4",
  "constant_time_eq",
+ "cpufeatures",
 ]
 
 [[package]]
@@ -795,9 +795,9 @@ checksum = "f4ad8f11f288f48ca24471bbd51ac257aaeaaa07adae295591266b792902ae64"
 
 [[package]]
 name = "bumpalo"
-version = "3.19.0"
+version = "3.20.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "46c5e41b57b8bba42a04676d81cb89e9ee8e859a1a66f80a5a72e1cb76b34d43"
+checksum = "5d20789868f4b01b2f2caec9f5c4e0213b41e3e5702a50157d699ae31ced2fcb"
 
 [[package]]
 name = "bytecheck"
@@ -819,7 +819,7 @@ checksum = "89385e82b5d1821d2219e0b095efa2cc1f246cbf99080f3be46a1a85c0d392d9"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -830,9 +830,9 @@ checksum = "175812e0be2bccb6abe50bb8d566126198344f707e304f45c648fd8f2cc0365e"
 
 [[package]]
 name = "bytemuck"
-version = "1.24.0"
+version = "1.25.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1fbdf580320f38b612e485521afda1ee26d10cc9884efaaa750d383e13e3c5f4"
+checksum = "c8efb64bd706a16a1bdde310ae86b351e4d21550d98d056f22f8a7f7a2183fec"
 dependencies = [
  "bytemuck_derive",
 ]
@@ -845,7 +845,7 @@ checksum = "f9abbd1bc6865053c427f7198e6af43bfdedc55ab791faed4fbd361d789575ff"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -862,9 +862,9 @@ checksum = "8f1fe948ff07f4bd06c30984e69f5b4899c516a3ef74f34df92a2df2ab535495"
 
 [[package]]
 name = "bytes"
-version = "1.11.0"
+version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
+checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 
 [[package]]
 name = "bytesize"
@@ -874,9 +874,9 @@ checksum = "2e93abca9e28e0a1b9877922aacb20576e05d4679ffa78c3d6dc22a26a216659"
 
 [[package]]
 name = "camino"
-version = "1.2.1"
+version = "1.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "276a59bf2b2c967788139340c9f0c5b12d7fd6630315c15c217e559de85d2609"
+checksum = "e629a66d692cb9ff1a1c664e41771b3dcaf961985a9774c0eb0bd1b51cf60a48"
 dependencies = [
  "serde_core",
 ]
@@ -900,7 +900,7 @@ dependencies = [
  "rand 0.9.2",
  "rand_distr 0.5.1",
  "rayon",
- "safetensors",
+ "safetensors 0.4.5",
  "thiserror 1.0.69",
  "ug",
  "ug-cuda",
@@ -942,7 +942,7 @@ dependencies = [
  "metal 0.27.0",
  "num-traits",
  "rayon",
- "safetensors",
+ "safetensors 0.4.5",
  "serde",
  "thiserror 1.0.69",
 ]
@@ -1022,9 +1022,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.49"
+version = "1.2.56"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "90583009037521a116abf44494efecd645ba48b6622457080f080b85544e2215"
+checksum = "aebf35691d1bfb0ac386a69bac2fde4dd276fb618cf8bf4f5318fe285e821bb2"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -1077,9 +1077,9 @@ checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
 
 [[package]]
 name = "chrono"
-version = "0.4.42"
+version = "0.4.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "145052bdd345b87320e369255277e3fb5152762ad123a901ef5c262dd38fe8d2"
+checksum = "c673075a2e0e5f4a1dde27ce9dee1ea4558c7ffe648f576438a20ca1d2acc4b0"
 dependencies = [
  "iana-time-zone",
  "js-sys",
@@ -1129,9 +1129,9 @@ dependencies = [
 
 [[package]]
 name = "clap"
-version = "4.5.53"
+version = "4.5.60"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c9e340e012a1bf4935f5282ed1436d1489548e8f72308207ea5df0e23d2d03f8"
+checksum = "2797f34da339ce31042b27d23607e051786132987f595b02ba4f6a6dffb7030a"
 dependencies = [
  "clap_builder",
  "clap_derive",
@@ -1150,9 +1150,9 @@ dependencies = [
 
 [[package]]
 name = "clap_builder"
-version = "4.5.53"
+version = "4.5.60"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d76b5d13eaa18c901fd2f7fca939fefe3a0727a953561fefdf3b2922b8569d00"
+checksum = "24a241312cea5059b13574bb9b3861cabf758b879c15190b37b6d6fd63ab6876"
 dependencies = [
  "anstream",
  "anstyle",
@@ -1165,30 +1165,30 @@ dependencies = [
 
 [[package]]
 name = "clap_complete"
-version = "4.5.61"
+version = "4.5.66"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "39615915e2ece2550c0149addac32fb5bd312c657f43845bb9088cb9c8a7c992"
+checksum = "c757a3b7e39161a4e56f9365141ada2a6c915a8622c408ab6bb4b5d047371031"
 dependencies = [
  "clap",
 ]
 
 [[package]]
 name = "clap_derive"
-version = "4.5.49"
+version = "4.5.55"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2a0b5487afeab2deb2ff4e03a807ad1a03ac532ff5a2cee5d86884440c7f7671"
+checksum = "a92793da1a46a5f2a02a6f4c46c6496b28c43638adea8306fcb0caa1634f24e5"
 dependencies = [
  "heck 0.5.0",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "clap_lex"
-version = "0.7.6"
+version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a1d728cc89cf3aee9ff92b05e62b19ee65a02b5702cff7d5a377e32c6ae29d8d"
+checksum = "3a822ea5bc7590f9d40f1ba12c0dc3c2760f3482c6984db1573ad11031420831"
 
 [[package]]
 name = "clipboard-win"
@@ -1220,35 +1220,36 @@ dependencies = [
 
 [[package]]
 name = "cognitum-gate-kernel"
-version = "0.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ad608b706e3ffa448744047059858875c8cea5cebbec7fa3dc50ca79e7b0a4ba"
+version = "0.1.1"
 dependencies = [
+ "criterion 0.5.1",
  "libm",
- "ruvector-mincut 0.1.30",
+ "proptest",
+ "ruvector-mincut 2.0.5",
 ]
 
 [[package]]
 name = "cognitum-gate-kernel"
 version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c3fbcc49a3b67f7edb3c987b15f70dee06eebf072bd3fb679b8077983a8d55d"
 dependencies = [
- "criterion 0.5.1",
  "libm",
- "proptest",
  "ruvector-mincut 2.0.4",
 ]
 
 [[package]]
 name = "cognitum-gate-tilezero"
-version = "0.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e950a2632e3954a0f76e20682df05358c5a0a38c9f86247057d78c1b00543ab"
+version = "0.1.1"
 dependencies = [
  "base64 0.22.1",
  "blake3",
+ "criterion 0.5.1",
  "ed25519-dalek",
  "hex",
+ "proptest",
  "rand 0.8.5",
+ "ruvector-mincut 0.1.30",
  "serde",
  "serde_json",
  "thiserror 1.0.69",
@@ -1259,15 +1260,14 @@ dependencies = [
 [[package]]
 name = "cognitum-gate-tilezero"
 version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "da5b7ca90d479824a5c134ba7eae332a24d43c28d29884bf662c52fa5416068a"
 dependencies = [
  "base64 0.22.1",
  "blake3",
- "criterion 0.5.1",
  "ed25519-dalek",
  "hex",
- "proptest",
  "rand 0.8.5",
- "ruvector-mincut 0.1.30",
  "serde",
  "serde_json",
  "thiserror 1.0.69",
@@ -1309,9 +1309,9 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.2.1"
+version = "7.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b03b7db8e0b4b2fdad6c551e634134e99ec000e5c8c3b6856c65e8bbaded7a3b"
+checksum = "958c5d6ecf1f214b4c2bbbbf6ab9523a864bd136dcf71a7e8904799acfe1ad47"
 dependencies = [
  "crossterm",
  "unicode-segmentation",
@@ -1335,9 +1335,9 @@ dependencies = [
 
 [[package]]
 name = "compression-codecs"
-version = "0.4.34"
+version = "0.4.37"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "34a3cbbb8b6eca96f3a5c4bf6938d5b27ced3675d69f95bb51948722870bc323"
+checksum = "eb7b51a7d9c967fc26773061ba86150f19c50c0d65c887cb1fbe295fd16619b7"
 dependencies = [
  "compression-core",
  "flate2",
@@ -1390,9 +1390,9 @@ checksum = "c2459377285ad874054d797f3ccebf984978aa39129f6eafde5cdc8315b612f8"
 
 [[package]]
 name = "constant_time_eq"
-version = "0.3.1"
+version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c74b8349d32d297c9134b8c88677813a227df8f779daa29bfc29c183fe3dca6"
+checksum = "3d52eff69cd5e647efe296129160853a42795992097e8af39800e1060caeea9b"
 
 [[package]]
 name = "convert_case"
@@ -1423,6 +1423,16 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "core-foundation"
+version = "0.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b2a6cd9ae233e7f62ba4e9353e81a88df7fc8a5987b8d445b4d90c879bd156f6"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
 [[package]]
 name = "core-foundation-sys"
 version = "0.8.7"
@@ -1436,7 +1446,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c07782be35f9e1140080c6b96f0d44b739e2278479f64e02fdab4e32dfd8b081"
 dependencies = [
  "bitflags 1.3.2",
- "core-foundation",
+ "core-foundation 0.9.4",
  "core-graphics-types",
  "foreign-types 0.5.0",
  "libc",
@@ -1449,7 +1459,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "45390e6114f68f718cc7a830514a96f903cccd70d02a8f6d9f643ac4ba45afaf"
 dependencies = [
  "bitflags 1.3.2",
- "core-foundation",
+ "core-foundation 0.9.4",
  "libc",
 ]
 
@@ -1459,7 +1469,7 @@ version = "20.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c9d2790b5c08465d49f8dc05c8bcae9fea467855947db39b0f8145c091aaced5"
 dependencies = [
- "core-foundation",
+ "core-foundation 0.9.4",
  "core-graphics",
  "foreign-types 0.5.0",
  "libc",
@@ -1487,9 +1497,9 @@ dependencies = [
 
 [[package]]
 name = "cpp_demangle"
-version = "0.4.5"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2bb79cb74d735044c972aae58ed0aaa9a837e85b01106a54c39e42e97f62253"
+checksum = "0667304c32ea56cb4cd6d2d7c0cfe9a2f8041229db8c033af7f8d69492429def"
 dependencies = [
  "cfg-if 1.0.4",
 ]
@@ -1669,7 +1679,7 @@ version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d8b9f2e4c67f833b660cdb0a3523065869fb35570177239812ed4c905aeff87b"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "crossterm_winapi",
  "document-features",
  "parking_lot 0.12.5",
@@ -1730,7 +1740,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "32a2785755761f3ddc1492979ce1e48d2c00d09311c39e4466429188f3dd6501"
 dependencies = [
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1778,7 +1788,7 @@ checksum = "f46882e17999c6cc590af592290432be3bce0428cb0d5f8b6715e4dc7b383eb3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1802,7 +1812,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1813,7 +1823,7 @@ checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
 dependencies = [
  "darling_core",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1854,9 +1864,9 @@ dependencies = [
 
 [[package]]
 name = "data-encoding"
-version = "2.9.0"
+version = "2.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2a2330da5de22e8a3cb63252ce2abb30116bf5265e89c0e01bc17015ce30a476"
+checksum = "d7a1e2f27636f116493b8b860f5546edb47c8d8f8ea73e1d2a20be88e28d1fea"
 
 [[package]]
 name = "deadpool"
@@ -1878,7 +1888,7 @@ checksum = "3d697d376cbfa018c23eb4caab1fd1883dd9c906a8c034e8d9a3cb06a7e0bef9"
 dependencies = [
  "async-trait",
  "deadpool",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "tokio",
  "tokio-postgres",
  "tracing",
@@ -1915,9 +1925,9 @@ dependencies = [
 
 [[package]]
 name = "deranged"
-version = "0.5.5"
+version = "0.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ececcb659e7ba858fb4f10388c250a7252eb0a27373f1a72b8748afdd248e587"
+checksum = "7cd812cc2bc1d69d4764bd80df88b4317eaef9e773c75226407d9bc0876b211c"
 dependencies = [
  "powerfmt",
 ]
@@ -1941,7 +1951,7 @@ checksum = "1e567bd82dcff979e4b03460c307b3cdc9e96fde3d73bed1496d2bc75d9dd62a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1962,7 +1972,7 @@ dependencies = [
  "darling",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1972,7 +1982,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
 dependencies = [
  "derive_builder_core",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2077,11 +2087,11 @@ dependencies = [
 
 [[package]]
 name = "dispatch2"
-version = "0.3.0"
+version = "0.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89a09f22a6c6069a18470eb92d2298acf25463f14256d24778e1230d789a2aec"
+checksum = "1e0e367e4e7da84520dedcac1901e4da967309406d1e51017ae1abfb97adbd38"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "block2",
  "libc",
  "objc2",
@@ -2095,14 +2105,14 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "dlib"
-version = "0.5.2"
+version = "0.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "330c60081dcc4c72131f8eb70510f1ac07223e5d4163db481a04a0befcffa412"
+checksum = "ab8ecd87370524b461f8557c119c405552c396ed91fc0a8eec68679eab26f94a"
 dependencies = [
  "libloading 0.8.9",
 ]
@@ -2237,7 +2247,7 @@ dependencies = [
  "heck 0.5.0",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2257,24 +2267,14 @@ checksum = "f282cfdfe92516eb26c2af8589c274c7c17681f5ecc03c18255fe741c6aa64eb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "env_filter"
-version = "0.1.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1bf3c259d255ca70051b30e2e95b5446cdb8949ac4cd22c0d7fd634d89f568e2"
-dependencies = [
- "log",
- "regex",
-]
-
-[[package]]
-name = "env_logger"
-version = "0.8.4"
+version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a19187fea3ac7e84da7dacf48de0c45d63c6a76f9490dae389aead16c243fce3"
+checksum = "7a1c3cc8e57274ec99de65301228b537f1e4eedc1b8e0f9411c6caac8ae7308f"
 dependencies = [
  "log",
  "regex",
@@ -2282,9 +2282,9 @@ dependencies = [
 
 [[package]]
 name = "env_logger"
-version = "0.11.8"
+version = "0.11.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13c863f0904021b108aa8b2f55046443e6b1ebde8fd4a15c399893aae4fa069f"
+checksum = "b2daee4ea451f429a58296525ddf28b45a3b64f1acf6587e2067437bb11e218d"
 dependencies = [
  "anstream",
  "anstyle",
@@ -2310,7 +2310,7 @@ checksum = "44f23cf4b44bfce11a86ace86f8a73ffdec849c9fd00a386a53d278bd9e81fb3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2384,7 +2384,7 @@ dependencies = [
  "lebe",
  "miniz_oxide",
  "rayon-core",
- "smallvec 1.15.1",
+ "smallvec",
  "zune-inflate",
 ]
 
@@ -2429,15 +2429,17 @@ dependencies = [
 
 [[package]]
 name = "fastembed"
-version = "5.4.0"
+version = "5.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0d719825156b62586040fd0e5653a4f7bc0ad9caf6c7ec38cb18f1a08ee0384"
+checksum = "b4339d45a80579ab8305616a501eacdbf18fb0f7def7fa6e4c0b75941416d5b0"
 dependencies = [
  "anyhow",
  "hf-hub 0.4.3",
  "image 0.25.9",
- "ndarray 0.16.1",
+ "ndarray 0.17.2",
  "ort",
+ "safetensors 0.7.0",
+ "serde",
  "serde_json",
  "tokenizers 0.22.2",
 ]
@@ -2465,7 +2467,7 @@ checksum = "a0aca10fb742cb43f9e7bb8467c91aa9bcb8e3ffbc6a6f7389bb93ffc920577d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2494,23 +2496,11 @@ version = "0.2.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "28dea519a9695b9977216879a3ebfddf92f1c08c05d984f8996aecd6ecdc811d"
 
-[[package]]
-name = "filetime"
-version = "0.2.26"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bc0505cd1b6fa6580283f6bdf70a73fcf4aba1184038c90902b92b3dd0df63ed"
-dependencies = [
- "cfg-if 1.0.4",
- "libc",
- "libredox",
- "windows-sys 0.60.2",
-]
-
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.5"
+version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3a3076410a55c90011c298b04d0cfa770b00fa04e1e3c97d3f6c9de105a03844"
+checksum = "5baebc0774151f905a1a2cc41989300b1e6fbb29aff0ceffa1064fdd3088d582"
 
 [[package]]
 name = "findshlibs"
@@ -2532,9 +2522,9 @@ checksum = "0ce7134b9999ecaf8bcd65542e436736ef32ddca1b3e06094cb6ec5755203b80"
 
 [[package]]
 name = "flate2"
-version = "1.1.5"
+version = "1.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfe33edd8e85a12a67454e37f8c75e730830d83e313556ab9ebf9ee7fbeb3bfb"
+checksum = "843fba2746e448b37e26a819579957415c8cef339bf08564fe8b7ddbd959573c"
 dependencies = [
  "crc32fast",
  "miniz_oxide",
@@ -2590,9 +2580,9 @@ version = "0.14.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2c7e611d49285d4c4b2e1727b72cf05353558885cc5252f93707b845dfcaf3d3"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "byteorder",
- "core-foundation",
+ "core-foundation 0.9.4",
  "core-graphics",
  "core-text",
  "dirs 6.0.0",
@@ -2636,7 +2626,7 @@ checksum = "1a5c6c585bc94aaf2c7b51dd4c2ba22680844aba4c687be581871a6f518c5742"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2729,9 +2719,9 @@ dependencies = [
 
 [[package]]
 name = "futures"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65bc07b1a8bc7c85c5f2e110c476c7389b4554ba72af57d8445ea63a576b0876"
+checksum = "8b147ee9d1f6d097cef9ce628cd2ee62288d963e16fb287bd9286455b241382d"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -2744,9 +2734,9 @@ dependencies = [
 
 [[package]]
 name = "futures-channel"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2dff15bf788c671c1934e366d07e30c1814a8ef514e1af724a602e8a2fbe1b10"
+checksum = "07bbe89c50d7a535e539b8c17bc0b49bdb77747034daa8087407d655f3f7cc1d"
 dependencies = [
  "futures-core",
  "futures-sink",
@@ -2754,15 +2744,15 @@ dependencies = [
 
 [[package]]
 name = "futures-core"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05f29059c0c2090612e8d742178b0580d2dc940c837851ad723096f87af6663e"
+checksum = "7e3450815272ef58cec6d564423f6e755e25379b217b0bc688e295ba24df6b1d"
 
 [[package]]
 name = "futures-executor"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e28d1d997f585e54aebc3f97d39e72338912123a67330d723fdbb564d646c9f"
+checksum = "baf29c38818342a3b26b5b923639e7b1f4a61fc5e76102d4b1981c6dc7a7579d"
 dependencies = [
  "futures-core",
  "futures-task",
@@ -2782,32 +2772,32 @@ dependencies = [
 
 [[package]]
 name = "futures-io"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e5c1b78ca4aae1ac06c48a526a655760685149f0d465d21f37abfe57ce075c6"
+checksum = "cecba35d7ad927e23624b22ad55235f2239cfa44fd10428eecbeba6d6a717718"
 
 [[package]]
 name = "futures-macro"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
+checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "futures-sink"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e575fab7d1e0dcb8d0c7bcf9a63ee213816ab51902e6d244a95819acacf1d4f7"
+checksum = "c39754e157331b013978ec91992bde1ac089843443c49cbc7f46150b0fad0893"
 
 [[package]]
 name = "futures-task"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
+checksum = "037711b3d59c33004d3856fbdc83b99d4ff37a24768fa1be9ce3538a1cde4393"
 
 [[package]]
 name = "futures-timer"
@@ -2817,9 +2807,9 @@ checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
 
 [[package]]
 name = "futures-util"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9fa08315bb612088cc391249efdc3bc77536f16c91f6cf495e6fbe85b20a4a81"
+checksum = "389ca41296e6190b48053de0321d02a77f32f8a5d2461dd38762c0593805c6d6"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -2829,7 +2819,6 @@ dependencies = [
  "futures-task",
  "memchr",
  "pin-project-lite",
- "pin-utils",
  "slab",
 ]
 
@@ -3082,14 +3071,14 @@ dependencies = [
 
 [[package]]
 name = "getrandom"
-version = "0.2.16"
+version = "0.2.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "335ff9f135e4384c8150d6f27c6daed433577f86b4750418338c01a1a2528592"
+checksum = "ff2abc00be7fca6ebc474524697ae276ad847ad0a6b3faa4bcb027e9a4614ad0"
 dependencies = [
  "cfg-if 1.0.4",
  "js-sys",
  "libc",
- "wasi",
+ "wasi 0.11.1+wasi-snapshot-preview1",
  "wasm-bindgen",
 ]
 
@@ -3107,6 +3096,20 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "getrandom"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "139ef39800118c7683f2fd3c98c1b23c09ae076556b435f8e9064ae108aaeeec"
+dependencies = [
+ "cfg-if 1.0.4",
+ "libc",
+ "r-efi",
+ "rand_core 0.10.0",
+ "wasip2",
+ "wasip3",
+]
+
 [[package]]
 name = "gif"
 version = "0.12.0"
@@ -3283,7 +3286,7 @@ dependencies = [
  "portable-atomic",
  "quanta",
  "rand 0.8.5",
- "smallvec 1.15.1",
+ "smallvec",
  "spinning_top",
 ]
 
@@ -3293,7 +3296,7 @@ version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fbcd2dba93594b227a1f57ee09b8b9da8892c34d55aa332e034a228d0fe6a171"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "gpu-alloc-types",
 ]
 
@@ -3303,7 +3306,7 @@ version = "0.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "98ff03b468aa837d70984d55f5d3f846f6ec31fe34bbb97c4f85219caeee1ca4"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
 ]
 
 [[package]]
@@ -3324,7 +3327,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b89c83349105e3732062a895becfc71a8f921bb71ecbbdd8ff99263e3b53a0ca"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "gpu-descriptor-types",
  "hashbrown 0.15.5",
 ]
@@ -3335,7 +3338,7 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fdf242682df893b86f33a73828fb09ca4b2d3bb6cc95249707fc684d27484b91"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
 ]
 
 [[package]]
@@ -3359,9 +3362,9 @@ dependencies = [
 
 [[package]]
 name = "h2"
-version = "0.4.12"
+version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3c0b69cfcb4e1b9f1bf2f53f95f766e4661169728ec61cd3fe5a0166f2d1386"
+checksum = "2f44da3a8150a6703ed5d34e164b875fd14c2cdab9af1252a9a1020bde2bdc54"
 dependencies = [
  "atomic-waker",
  "bytes",
@@ -3442,6 +3445,8 @@ dependencies = [
  "allocator-api2",
  "equivalent",
  "foldhash 0.2.0",
+ "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -3609,10 +3614,10 @@ dependencies = [
  "log",
  "native-tls",
  "rand 0.9.2",
- "reqwest 0.12.25",
+ "reqwest 0.12.28",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "ureq 2.12.1",
  "windows-sys 0.60.2",
 ]
@@ -3635,6 +3640,12 @@ dependencies = [
  "digest",
 ]
 
+[[package]]
+name = "hmac-sha256"
+version = "1.1.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec9d92d097f4749b64e8cc33d924d9f40a2d4eb91402b458014b781f5733d60f"
+
 [[package]]
 name = "hnsw_rs"
 version = "0.3.3"
@@ -3644,7 +3655,7 @@ dependencies = [
  "bincode 1.3.3",
  "cfg-if 1.0.4",
  "cpu-time",
- "env_logger 0.11.8",
+ "env_logger",
  "hashbrown 0.15.5",
  "indexmap 2.12.1",
  "lazy_static",
@@ -3774,7 +3785,7 @@ dependencies = [
  "bytes",
  "futures-channel",
  "futures-core",
- "h2 0.4.12",
+ "h2 0.4.13",
  "http 1.4.0",
  "http-body 1.0.1",
  "httparse",
@@ -3782,7 +3793,7 @@ dependencies = [
  "itoa",
  "pin-project-lite",
  "pin-utils",
- "smallvec 1.15.1",
+ "smallvec",
  "tokio",
  "want",
 ]
@@ -3810,7 +3821,7 @@ dependencies = [
  "http 1.4.0",
  "hyper 1.8.1",
  "hyper-util",
- "rustls 0.23.35",
+ "rustls 0.23.37",
  "rustls-pki-types",
  "tokio",
  "tokio-rustls 0.26.4",
@@ -3861,14 +3872,13 @@ dependencies = [
 
 [[package]]
 name = "hyper-util"
-version = "0.1.19"
+version = "0.1.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "727805d60e7938b76b826a6ef209eb70eaa1812794f9424d4a4e2d740662df5f"
+checksum = "96547c2556ec9d12fb1578c4eaf448b04993e7fb79cbaad930a656880a6bdfa0"
 dependencies = [
  "base64 0.22.1",
  "bytes",
  "futures-channel",
- "futures-core",
  "futures-util",
  "http 1.4.0",
  "http-body 1.0.1",
@@ -3877,8 +3887,8 @@ dependencies = [
  "libc",
  "percent-encoding",
  "pin-project-lite",
- "socket2 0.6.1",
- "system-configuration 0.6.1",
+ "socket2 0.6.2",
+ "system-configuration 0.7.0",
  "tokio",
  "tower-layer",
  "tower-service",
@@ -3888,9 +3898,9 @@ dependencies = [
 
 [[package]]
 name = "iana-time-zone"
-version = "0.1.64"
+version = "0.1.65"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33e57f83510bb73707521ebaffa789ec8caf86f9657cad665b092b581d40e9fb"
+checksum = "e31bc9ad994ba00e440a8aa5c9ef0ec67d5cb5e5cb0cc7f8b744a35b389cc470"
 dependencies = [
  "android_system_properties",
  "core-foundation-sys",
@@ -3946,7 +3956,7 @@ dependencies = [
  "icu_normalizer_data",
  "icu_properties",
  "icu_provider",
- "smallvec 1.15.1",
+ "smallvec",
  "zerovec",
 ]
 
@@ -3958,9 +3968,9 @@ checksum = "7aedcccd01fc5fe81e6b489c15b247b8b0690feb23304303a9e560f37efc560a"
 
 [[package]]
 name = "icu_properties"
-version = "2.1.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e93fcd3157766c0c8da2f8cff6ce651a31f0810eaa1c51ec363ef790bbb5fb99"
+checksum = "020bfc02fe870ec3a66d93e677ccca0562506e5872c650f893269e08615d74ec"
 dependencies = [
  "icu_collections",
  "icu_locale_core",
@@ -3972,9 +3982,9 @@ dependencies = [
 
 [[package]]
 name = "icu_properties_data"
-version = "2.1.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "02845b3647bb045f1100ecd6480ff52f34c35f82d9880e029d329c21d1054899"
+checksum = "616c294cf8d725c6afcd8f55abc17c56464ef6211f9ed59cccffe534129c77af"
 
 [[package]]
 name = "icu_provider"
@@ -3991,6 +4001,12 @@ dependencies = [
  "zerovec",
 ]
 
+[[package]]
+name = "id-arena"
+version = "2.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d3067d79b975e8844ca9eb072e16b31c3c1c36928edf9c6789548c524d0d954"
+
 [[package]]
 name = "ident_case"
 version = "1.0.1"
@@ -4014,7 +4030,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3b0875f23caa03898994f6ddc501886a45c7d3d62d04d2d90788d47be1b1e4de"
 dependencies = [
  "idna_adapter",
- "smallvec 1.15.1",
+ "smallvec",
  "utf8_iter",
 ]
 
@@ -4056,14 +4072,14 @@ dependencies = [
  "image-webp",
  "moxcms",
  "num-traits",
- "png 0.18.0",
+ "png 0.18.1",
  "qoi",
  "ravif",
  "rayon",
  "rgb",
  "tiff",
- "zune-core 0.5.0",
- "zune-jpeg 0.5.6",
+ "zune-core 0.5.1",
+ "zune-jpeg 0.5.12",
 ]
 
 [[package]]
@@ -4084,7 +4100,7 @@ checksum = "2393fb7808960751a52e8a154f67e7dd3f8a2ef9bd80d1553078a7b4e8ed3f0d"
 dependencies = [
  "ab_glyph",
  "approx",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "image 0.25.9",
  "itertools 0.12.1",
  "nalgebra 0.32.6",
@@ -4124,6 +4140,8 @@ checksum = "0ad4bb2b565bca0645f4d68c5c9af97fba094e9791da685bf83cb5f3ce74acf2"
 dependencies = [
  "equivalent",
  "hashbrown 0.16.1",
+ "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -4174,7 +4192,7 @@ checksum = "c34819042dc3d3971c46c2190835914dfbe0c3c13f61449b2997f4e9722dfa60"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -4185,9 +4203,9 @@ checksum = "469fb0b9cefa57e3ef31275ee7cacb78f2fdca44e4765491884a2b119d4eb130"
 
 [[package]]
 name = "iri-string"
-version = "0.7.9"
+version = "0.7.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4f867b9d1d896b67beb18518eda36fdb77a32ea590de864f1325b294a6d14397"
+checksum = "c91338f0783edbd6195decb37bae672fd3b165faffb89bf7b9e6942f8b1a731a"
 dependencies = [
  "memchr",
  "serde",
@@ -4263,9 +4281,9 @@ dependencies = [
 
 [[package]]
 name = "itoa"
-version = "1.0.15"
+version = "1.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a5f13b858c8d314ee3e8f639011f7ccefe71f97f96e50151fb991f267928e2c"
+checksum = "92ecc6618181def0457392ccd0ee51198e065e016d1d527a7ac1b6dc7c1f09d2"
 
 [[package]]
 name = "jemalloc-ctl"
@@ -4290,9 +4308,9 @@ dependencies = [
 
 [[package]]
 name = "jiff"
-version = "0.2.16"
+version = "0.2.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49cce2b81f2098e7e3efc35bc2e0a6b7abec9d34128283d7a26fa8f32a6dbb35"
+checksum = "b3e3d65f018c6ae946ab16e80944b97096ed73c35b221d1c478a6c81d8f57940"
 dependencies = [
  "jiff-static",
  "log",
@@ -4303,13 +4321,13 @@ dependencies = [
 
 [[package]]
 name = "jiff-static"
-version = "0.2.16"
+version = "0.2.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "980af8b43c3ad5d8d349ace167ec8170839f753a42d233ba19e08afe1850fa69"
+checksum = "a17c2b211d863c7fde02cbea8a3c1a439b98e109286554f2860bdded7ff83818"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -4336,9 +4354,9 @@ checksum = "00810f1d8b74be64b13dbf3db89ac67740615d6c891f0e7b6179326533011a07"
 
 [[package]]
 name = "js-sys"
-version = "0.3.83"
+version = "0.3.90"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "464a3709c7f55f1f721e5389aa6ea4e3bc6aba669353300af094b29ffbdde1d8"
+checksum = "14dc6f6450b3f6d4ed5b16327f38fed626d375a886159ca555bd7822c0c3a5a6"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -4394,6 +4412,12 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d3b6dcd7e59353c45bde9490cac01423f16eb535da84f3be277c08087842778b"
 
+[[package]]
+name = "leb128fmt"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09edd9e8b54e49e587e4f6295a7d29c3ea94d469cb40ab8ca70b288248a81db2"
+
 [[package]]
 name = "lebe"
 version = "0.5.3"
@@ -4402,15 +4426,15 @@ checksum = "7a79a3332a6609480d7d0c9eab957bca6b455b91bb84e66d19f5ff66294b85b8"
 
 [[package]]
 name = "libc"
-version = "0.2.178"
+version = "0.2.182"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37c93d8daa9d8a012fd8ab92f088405fb202ea0b6ab73ee2482ae66af4f42091"
+checksum = "6800badb6cb2082ffd7b6a67e6125bb39f18782f793520caee8cb8846be06112"
 
 [[package]]
 name = "libfuzzer-sys"
-version = "0.4.10"
+version = "0.4.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5037190e1f70cbeef565bd267599242926f724d3b8a9f510fd7e0b540cfa4404"
+checksum = "f12a681b7dd8ce12bff52488013ba614b869148d54dd79836ab85aafdd53f08d"
 dependencies = [
  "arbitrary",
  "cc",
@@ -4436,21 +4460,31 @@ dependencies = [
  "windows-link",
 ]
 
+[[package]]
+name = "libloading"
+version = "0.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "754ca22de805bb5744484a5b151a9e1a8e837d5dc232c2d7d8c2e3492edc8b60"
+dependencies = [
+ "cfg-if 1.0.4",
+ "windows-link",
+]
+
 [[package]]
 name = "libm"
-version = "0.2.15"
+version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9fbbcab51052fe104eb5e5d351cf728d30a5be1fe14d9be8a3b097481fb97de"
+checksum = "b6d2cec3eae94f9f509c767b45932f1ada8350c4bdb85af2fcab4a3c14807981"
 
 [[package]]
 name = "libredox"
-version = "0.1.10"
+version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "416f7e718bdb06000964960ffa43b4335ad4012ae8b99060261aa4a8088d5ccb"
+checksum = "3d0b95e02c851351f877147b7deea7b1afb1df71b63aa5f8270716e0c5720616"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "libc",
- "redox_syscall 0.5.18",
+ "redox_syscall 0.7.2",
 ]
 
 [[package]]
@@ -4466,9 +4500,9 @@ dependencies = [
 
 [[package]]
 name = "linux-raw-sys"
-version = "0.11.0"
+version = "0.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
+checksum = "32a66949e030da00e8c7d4434b251670a91556f4144941d37452769c25d58a53"
 
 [[package]]
 name = "litemap"
@@ -4506,15 +4540,6 @@ dependencies = [
  "imgref",
 ]
 
-[[package]]
-name = "lru"
-version = "0.12.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "234cf4f4a04dc1f57e24b96cc0cd600cf2af460d4161ac5ecdd0af8e1f3b2a38"
-dependencies = [
- "hashbrown 0.15.5",
-]
-
 [[package]]
 name = "lru"
 version = "0.16.3"
@@ -4552,6 +4577,12 @@ dependencies = [
  "twox-hash",
 ]
 
+[[package]]
+name = "lzma-rust2"
+version = "0.15.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1670343e58806300d87950e3401e820b519b9384281bbabfb15e3636689ffd69"
+
 [[package]]
 name = "mach2"
 version = "0.4.3"
@@ -4656,15 +4687,15 @@ checksum = "490cc448043f947bae3cbee9c203358d62dbee0db12107a74be5c30ccfd09771"
 
 [[package]]
 name = "memchr"
-version = "2.7.6"
+version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
+checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
 [[package]]
 name = "memmap2"
-version = "0.9.9"
+version = "0.9.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "744133e4a0e0a658e1374cf3bf8e415c4052a15a111acd372764c55b4177d490"
+checksum = "714098028fe011992e1c3962653c96b2d578c4b4bce9036e15ff220319b1e0e3"
 dependencies = [
  "libc",
  "stable_deref_trait",
@@ -4691,7 +4722,7 @@ version = "0.27.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c43f73953f8cbe511f021b58f18c3ce1c3d1ae13fe953293e13345bf83217f25"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "block",
  "core-graphics-types",
  "foreign-types 0.5.0",
@@ -4706,7 +4737,7 @@ version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7ecfd3296f8c56b7c1f6fbac3c71cefa9d78ce009850c45000015f206dc7fa21"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "block",
  "core-graphics-types",
  "foreign-types 0.5.0",
@@ -4764,7 +4795,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a69bcab0ad47271a0234d9422b131806bf3968021e5dc9328caf2d4cd58557fc"
 dependencies = [
  "libc",
- "wasi",
+ "wasi 0.11.1+wasi-snapshot-preview1",
  "windows-sys 0.61.2",
 ]
 
@@ -4808,14 +4839,14 @@ dependencies = [
  "cfg-if 1.0.4",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "moka"
-version = "0.12.11"
+version = "0.12.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8261cd88c312e0004c1d51baad2980c66528dfdb2bee62003e643a4d8f86b077"
+checksum = "b4ac832c50ced444ef6be0767a008b02c106a909ba79d1d830501e94b96f6b7e"
 dependencies = [
  "async-lock",
  "crossbeam-channel",
@@ -4826,8 +4857,7 @@ dependencies = [
  "futures-util",
  "parking_lot 0.12.5",
  "portable-atomic",
- "rustc_version 0.4.1",
- "smallvec 1.15.1",
+ "smallvec",
  "tagptr",
  "uuid",
 ]
@@ -4851,14 +4881,14 @@ checksum = "e4db6d5580af57bf992f59068d4ea26fd518574ff48d7639b255a36f9de6e7e9"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "moxcms"
-version = "0.7.10"
+version = "0.7.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "80986bbbcf925ebd3be54c26613d861255284584501595cf418320c078945608"
+checksum = "ac9557c559cd6fc9867e122e20d2cbefc9ca29d80d027a8e39310920ed2f0a97"
 dependencies = [
  "num-traits",
  "pxfm",
@@ -4898,7 +4928,7 @@ checksum = "4568f25ccbd45ab5d5603dc34318c1ec56b117531781260002151b8530a9f931"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -4909,7 +4939,7 @@ checksum = "364f94bc34f61332abebe8cad6f6cd82a5b65cff22c828d05d0968911462ca4f"
 dependencies = [
  "arrayvec",
  "bit-set 0.8.0",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "cfg_aliases 0.1.1",
  "codespan-reporting",
  "hexf-parse",
@@ -4993,7 +5023,7 @@ checksum = "254a5372af8fc138e36684761d3c0cdb758a4410e938babcff1c860ce14ddbfc"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5004,7 +5034,7 @@ checksum = "973e7178a678cfd059ccec50887658d482ce16b0aa9da3888ddeab5cd5eb4889"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5013,7 +5043,7 @@ version = "2.16.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "55740c4ae1d8696773c78fdafd5d0e5fe9bc9f1b071c7ba493ba5c413a9184f3"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "ctor",
  "napi-derive",
  "napi-sys",
@@ -5040,7 +5070,7 @@ dependencies = [
  "napi-derive-backend",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5055,7 +5085,7 @@ dependencies = [
  "quote",
  "regex",
  "semver 1.0.27",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5069,9 +5099,9 @@ dependencies = [
 
 [[package]]
 name = "native-tls"
-version = "0.2.14"
+version = "0.2.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87de3442987e9dbec73158d5c715e7ad9072fda936bb03d19d7fa10e00520f0e"
+checksum = "465500e14ea162429d264d44189adc38b199b62b1c21eea9f69e4b73cb03bbf2"
 dependencies = [
  "libc",
  "log",
@@ -5163,7 +5193,7 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "77a5d83df9f36fe23f0c3648c6bbb8b0298bb5f1939c8f2704431371f4b84d43"
 dependencies = [
- "smallvec 1.15.1",
+ "smallvec",
 ]
 
 [[package]]
@@ -5185,7 +5215,7 @@ version = "0.28.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab2156c4fce2f8df6c499cc1c763e4394b7482525bf2a9701c9d79d215f519e4"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "cfg-if 1.0.4",
  "cfg_aliases 0.1.1",
  "libc",
@@ -5197,7 +5227,7 @@ version = "0.30.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "74523f3a35e05aba87a1d978330aef40f67b0304ac79c1c00b294c9830543db6"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "cfg-if 1.0.4",
  "cfg_aliases 0.2.1",
  "libc",
@@ -5248,7 +5278,7 @@ dependencies = [
  "num-traits",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5271,9 +5301,9 @@ checksum = "61807f77802ff30975e01f4f071c8ba10c022052f98b3294119f3e615d13e5be"
 
 [[package]]
 name = "ntapi"
-version = "0.4.1"
+version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e8a3895c6391c39d7fe7ebc444a87eb2991b2a0bc718fdabd071eec617fc68e4"
+checksum = "c3b335231dfd352ffb0f8017f3b6027a4917f7df785ea2143d8af2adc66980ae"
 dependencies = [
  "winapi",
 ]
@@ -5348,7 +5378,7 @@ dependencies = [
  "num-iter",
  "num-traits",
  "rand 0.8.5",
- "smallvec 1.15.1",
+ "smallvec",
  "zeroize",
 ]
 
@@ -5374,9 +5404,9 @@ dependencies = [
 
 [[package]]
 name = "num-conv"
-version = "0.1.0"
+version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "51d515d32fb182ee37cda2ccdcb92950d6a3c2893aa280e540671c2cd0f3b1d9"
+checksum = "cf97ec579c3c42f953ef76dbf8d55ac91fb219dde70e49aa4a6b7d74e9919050"
 
 [[package]]
 name = "num-derive"
@@ -5386,7 +5416,7 @@ checksum = "ed3955f1a9c7c0c15e092f9c887db08b1fc683305fdf6eb6684f22555355e202"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5481,7 +5511,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5502,9 +5532,9 @@ dependencies = [
 
 [[package]]
 name = "objc2"
-version = "0.6.3"
+version = "0.6.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b7c2599ce0ec54857b29ce62166b0ed9b4f6f1a70ccc9a71165b6154caca8c05"
+checksum = "3a12a8ed07aefc768292f076dc3ac8c48f3781c8f2d5851dd3d98950e8c5a89f"
 dependencies = [
  "objc2-encode",
 ]
@@ -5515,7 +5545,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2a180dd8642fa45cdb7dd721cd4c11b1cadd4929ce112ebd8b9f5803cc79d536"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "dispatch2",
  "objc2",
 ]
@@ -5526,7 +5556,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e022c9d066895efa1345f8e33e584b9f958da2fd4cd116792e15e07e4720a807"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "dispatch2",
  "objc2",
  "objc2-core-foundation",
@@ -5539,7 +5569,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "201b055e6acfa0f9f15568255d3f03ce2b54bc86d1814442dc69138e36813e18"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "block2",
  "objc2",
  "objc2-core-graphics",
@@ -5555,7 +5585,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d425caf1df73233f29fd8a5c3e5edbc30d2d4307870f802d18f00d83dc5141a6"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "objc2",
  "objc2-core-foundation",
  "objc2-core-graphics",
@@ -5574,7 +5604,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e3e0adef53c21f888deb4fa59fc59f7eb17404926ee8a6f59f5df0fd7f9f3272"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "block2",
  "libc",
  "objc2",
@@ -5598,7 +5628,7 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "180788110936d59bab6bd83b6060ffdfffb3b922ba1396b312ae795e1de9d81d"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "objc2",
  "objc2-core-foundation",
 ]
@@ -5609,11 +5639,20 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a0125f776a10d00af4152d74616409f0d4a2053a6f57fa5b7d6aa2854ac04794"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "objc2",
  "objc2-foundation",
 ]
 
+[[package]]
+name = "objc2-system-configuration"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7216bd11cbda54ccabcab84d523dc93b858ec75ecfb3a7d89513fa22464da396"
+dependencies = [
+ "objc2-core-foundation",
+]
+
 [[package]]
 name = "objc_exception"
 version = "0.1.2"
@@ -5650,7 +5689,7 @@ version = "6.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "336b9c63443aceef14bea841b899035ae3abe89b7c486aaf4c5bd8aafedac3f0"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "libc",
  "once_cell",
  "onig_sys",
@@ -5678,7 +5717,7 @@ version = "0.10.75"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08838db121398ad17ab8531ce9de97b244589089e290a384c900cb9ff7434328"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "cfg-if 1.0.4",
  "foreign-types 0.3.2",
  "libc",
@@ -5695,14 +5734,14 @@ checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "openssl-probe"
-version = "0.1.6"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d05e27ee213611ffe7d6348b942e8f942b37114c00cc03cec254295a4a17852e"
+checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe"
 
 [[package]]
 name = "openssl-sys"
@@ -5733,28 +5772,27 @@ dependencies = [
 
 [[package]]
 name = "ort"
-version = "2.0.0-rc.10"
+version = "2.0.0-rc.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1fa7e49bd669d32d7bc2a15ec540a527e7764aec722a45467814005725bcd721"
+checksum = "4a5df903c0d2c07b56950f1058104ab0c8557159f2741782223704de9be73c3c"
 dependencies = [
- "libloading 0.8.9",
- "ndarray 0.16.1",
+ "libloading 0.9.0",
+ "ndarray 0.17.2",
  "ort-sys",
- "smallvec 2.0.0-alpha.10",
+ "smallvec",
  "tracing",
+ "ureq 3.2.0",
 ]
 
 [[package]]
 name = "ort-sys"
-version = "2.0.0-rc.10"
+version = "2.0.0-rc.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2aba9f5c7c479925205799216e7e5d07cc1d4fa76ea8058c60a9a30f6a4e890"
+checksum = "06503bb33f294c5f1ba484011e053bfa6ae227074bdb841e9863492dc5960d4b"
 dependencies = [
- "flate2",
- "pkg-config",
- "sha2",
- "tar",
- "ureq 3.1.4",
+ "hmac-sha256",
+ "lzma-rust2",
+ "ureq 3.2.0",
 ]
 
 [[package]]
@@ -5765,13 +5803,13 @@ dependencies = [
  "chrono",
  "cognitum-gate-kernel 0.1.1",
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "rand 0.8.5",
  "ruqu-algorithms",
  "ruvector-attention",
  "ruvector-cluster",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-delta-core",
  "ruvector-filter",
  "ruvector-gnn",
@@ -5780,9 +5818,9 @@ dependencies = [
  "serde",
  "serde-wasm-bindgen",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-http 0.6.8",
  "tracing",
  "tracing-subscriber",
@@ -5811,9 +5849,9 @@ dependencies = [
 
 [[package]]
 name = "owo-colors"
-version = "4.2.3"
+version = "4.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c6901729fa79e91a0913333229e9ca5dc725089d1c363b2f4b4760709dc4a52"
+checksum = "d211803b9b6b570f68772237e415a029d5a50c65d382910b879fb19d3271f94d"
 dependencies = [
  "supports-color 2.1.0",
  "supports-color 3.0.2",
@@ -5877,7 +5915,7 @@ dependencies = [
  "instant",
  "libc",
  "redox_syscall 0.2.16",
- "smallvec 1.15.1",
+ "smallvec",
  "winapi",
 ]
 
@@ -5890,7 +5928,7 @@ dependencies = [
  "cfg-if 1.0.4",
  "libc",
  "redox_syscall 0.5.18",
- "smallvec 1.15.1",
+ "smallvec",
  "windows-link",
 ]
 
@@ -5963,9 +6001,9 @@ checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
 [[package]]
 name = "pest"
-version = "2.8.4"
+version = "2.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbcfd20a6d4eeba40179f05735784ad32bdaef05ce8e8af05f180d45bb3e7e22"
+checksum = "e0848c601009d37dfa3430c4666e147e49cdcf1b92ecd3e63657d8a5f19da662"
 dependencies = [
  "memchr",
  "ucd-trie",
@@ -5973,9 +6011,9 @@ dependencies = [
 
 [[package]]
 name = "pest_derive"
-version = "2.8.4"
+version = "2.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "51f72981ade67b1ca6adc26ec221be9f463f2b5839c7508998daa17c23d94d7f"
+checksum = "11f486f1ea21e6c10ed15d5a7c77165d0ee443402f0780849d1768e7d9d6fe77"
 dependencies = [
  "pest",
  "pest_generator",
@@ -5983,22 +6021,22 @@ dependencies = [
 
 [[package]]
 name = "pest_generator"
-version = "2.8.4"
+version = "2.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dee9efd8cdb50d719a80088b76f81aec7c41ed6d522ee750178f83883d271625"
+checksum = "8040c4647b13b210a963c1ed407c1ff4fdfa01c31d6d2a098218702e6664f94f"
 dependencies = [
  "pest",
  "pest_meta",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "pest_meta"
-version = "2.8.4"
+version = "2.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bf1d70880e76bdc13ba52eafa6239ce793d85c8e43896507e43dd8984ff05b82"
+checksum = "89815c69d36021a140146f26659a81d6c2afa33d216d736dd4be5381a7362220"
 dependencies = [
  "pest",
  "sha2",
@@ -6021,7 +6059,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "227bf7e162ce710994306a97bc56bb3fe305f21120ab6692e2151c48416f5c0d"
 dependencies = [
  "atomic-traits",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "bitvec",
  "enum-map",
  "heapless",
@@ -6052,7 +6090,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "shlex",
- "syn 2.0.111",
+ "syn 2.0.117",
  "walkdir",
 ]
 
@@ -6065,7 +6103,7 @@ dependencies = [
  "pgrx-sql-entity-graph",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6112,7 +6150,7 @@ dependencies = [
  "petgraph",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
  "thiserror 1.0.69",
  "unescape",
 ]
@@ -6177,7 +6215,7 @@ checksum = "6e918e4ff8c4549eb882f14b3a4bc8c8bc93de829416eacf579f1207a8fbf861"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6280,11 +6318,11 @@ dependencies = [
 
 [[package]]
 name = "png"
-version = "0.18.0"
+version = "0.18.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "97baced388464909d42d89643fe4361939af9b7ce7a31ee32a168f832a70f2a0"
+checksum = "60769b8b31b2a9f263dae2776c37b1b28ae246943cf719eb6946a1db05128a61"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "crc32fast",
  "fdeflate",
  "flate2",
@@ -6299,15 +6337,15 @@ checksum = "2f3a9f18d041e6d0e102a0a46750538147e5e8992d3b4873aaafee2520b00ce3"
 
 [[package]]
 name = "portable-atomic"
-version = "1.11.1"
+version = "1.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f84267b20a16ea918e43c6a88433c2d54fa145c92a811b5b047ccbe153674483"
+checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
 
 [[package]]
 name = "portable-atomic-util"
-version = "0.2.4"
+version = "0.2.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d8a2f0d8d040d7848a709caf78912debcc3f33ee4b3cac47d73d1e1069e83507"
+checksum = "7a9db96d7fa8782dd8c15ce32ffe8680bbd1e978a43bf51a34d39483540495f5"
 dependencies = [
  "portable-atomic",
 ]
@@ -6328,9 +6366,9 @@ dependencies = [
 
 [[package]]
 name = "postgres-protocol"
-version = "0.6.9"
+version = "0.6.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbef655056b916eb868048276cfd5d6a7dea4f81560dfd047f97c8c6fe3fcfd4"
+checksum = "3ee9dd5fe15055d2b6806f4736aa0c9637217074e224bbec46d4041b91bb9491"
 dependencies = [
  "base64 0.22.1",
  "byteorder",
@@ -6346,9 +6384,9 @@ dependencies = [
 
 [[package]]
 name = "postgres-types"
-version = "0.2.11"
+version = "0.2.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef4605b7c057056dd35baeb6ac0c0338e4975b1f2bef0f65da953285eb007095"
+checksum = "54b858f82211e84682fecd373f68e1ceae642d8d751a1ebd13f33de6257b3e20"
 dependencies = [
  "bytes",
  "fallible-iterator 0.2.0",
@@ -6386,7 +6424,7 @@ dependencies = [
  "nix 0.26.4",
  "once_cell",
  "parking_lot 0.12.5",
- "smallvec 1.15.1",
+ "smallvec",
  "symbolic-demangle",
  "tempfile",
  "thiserror 1.0.69",
@@ -6447,9 +6485,9 @@ checksum = "94e851c7654eed9e68d7d27164c454961a616cf8c203d500607ef22c737b51bb"
 
 [[package]]
 name = "predicates"
-version = "3.1.3"
+version = "3.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5d19ee57562043d37e82899fade9a22ebab7be9cef5026b07fda9cdd4293573"
+checksum = "ada8f2932f28a27ee7b70dd6c1c39ea0675c55a36879ab92f3a715eaa1e63cfe"
 dependencies = [
  "anstyle",
  "difflib",
@@ -6461,15 +6499,15 @@ dependencies = [
 
 [[package]]
 name = "predicates-core"
-version = "1.0.9"
+version = "1.0.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "727e462b119fe9c93fd0eb1429a5f7647394014cf3c04ab2c0350eeb09095ffa"
+checksum = "cad38746f3166b4031b1a0d39ad9f954dd291e7854fcc0eed52ee41a0b50d144"
 
 [[package]]
 name = "predicates-tree"
-version = "1.0.12"
+version = "1.0.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72dd2d6d381dfb73a193c7fca536518d7caee39fc8503f74e7dc0be0531b425c"
+checksum = "d0de1b847b39c8131db0467e9df1ff60e6d0562ab8e9a16e568ad0fdb372e2f2"
 dependencies = [
  "predicates-core",
  "termtree",
@@ -6491,6 +6529,16 @@ dependencies = [
  "yansi",
 ]
 
+[[package]]
+name = "prettyplease"
+version = "0.2.37"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
+dependencies = [
+ "proc-macro2",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "prettytable-rs"
 version = "0.10.0"
@@ -6516,7 +6564,7 @@ dependencies = [
  "blake3",
  "bytemuck",
  "chrono",
- "cognitum-gate-kernel 0.1.0",
+ "cognitum-gate-kernel 0.1.1 (registry+https://github.com/rust-lang/crates.io-index)",
  "criterion 0.5.1",
  "crossbeam",
  "dashmap 6.1.0",
@@ -6539,20 +6587,20 @@ dependencies = [
  "rkyv",
  "roaring",
  "ruvector-attention",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-gnn",
  "ruvector-graph",
  "ruvector-hyperbolic-hnsw",
- "ruvector-mincut 2.0.4",
+ "ruvector-mincut 2.0.5",
  "ruvector-nervous-system",
  "ruvector-raft",
- "ruvector-sona 0.1.4",
- "ruvllm 2.0.1",
+ "ruvector-sona 0.1.6 (registry+https://github.com/rust-lang/crates.io-index)",
+ "ruvllm 2.0.4",
  "serde",
  "serde_json",
  "sqlx",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "tracing-subscriber",
@@ -6617,9 +6665,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.103"
+version = "1.0.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5ee95bc4ef87b8d5ba32e8b7714ccc834865276eab0aed5c9958d00ec45f49e8"
+checksum = "8fd00f0bb2e90d81d1044c2b32617f68fcb9fa3bb7640c23e9c748e53fb30934"
 dependencies = [
  "unicode-ident",
 ]
@@ -6640,7 +6688,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "52717f9a02b6965224f95ca2a81e2e0c5c43baacd28ca057577988930b6c3d5b"
 dependencies = [
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6660,13 +6708,13 @@ dependencies = [
 
 [[package]]
 name = "proptest"
-version = "1.9.0"
+version = "1.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bee689443a2bd0a16ab0348b52ee43e3b2d1b1f931c8aa5c9f8de4c86fbe8c40"
+checksum = "37566cb3fdacef14c0737f9546df7cfeadbfbc9fef10991038bf5015d0c80532"
 dependencies = [
  "bit-set 0.8.0",
  "bit-vec 0.8.0",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "num-traits",
  "rand 0.9.2",
  "rand_chacha 0.9.0",
@@ -6697,7 +6745,7 @@ dependencies = [
  "itertools 0.14.0",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6723,7 +6771,7 @@ checksum = "7347867d0a7e1208d93b46767be83e2b8f978c3dad35f775ac8d8847551d6fe1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6793,7 +6841,7 @@ dependencies = [
  "libc",
  "once_cell",
  "raw-cpuid 11.6.0",
- "wasi",
+ "wasi 0.11.1+wasi-snapshot-preview1",
  "web-sys",
  "winapi",
 ]
@@ -6821,31 +6869,31 @@ dependencies = [
 
 [[package]]
 name = "quickcheck"
-version = "1.0.3"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "588f6378e4dd99458b60ec275b4477add41ce4fa9f64dcba6f15adccb19b50d6"
+checksum = "95c589f335db0f6aaa168a7cd27b1fc6920f5e1470c804f814d9cd6e62a0f70b"
 dependencies = [
- "env_logger 0.8.4",
+ "env_logger",
  "log",
- "rand 0.8.5",
+ "rand 0.10.0",
 ]
 
 [[package]]
 name = "quickcheck_macros"
-version = "1.1.0"
+version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f71ee38b42f8459a88d3362be6f9b841ad2d5421844f61eb1c59c11bff3ac14a"
+checksum = "a9a28b8493dd664c8b171dd944da82d933f7d456b829bfb236738e1fe06c5ba4"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "quote"
-version = "1.0.42"
+version = "1.0.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
+checksum = "21b2ebcf727b7760c461f091f9f0f539b77b8e87f2fd88131e7f1b433b3cece4"
 dependencies = [
  "proc-macro2",
 ]
@@ -6918,7 +6966,17 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6db2770f06117d490610c7488547d543617b21bfa07796d7a12f6f1bd53850d1"
 dependencies = [
  "rand_chacha 0.9.0",
- "rand_core 0.9.3",
+ "rand_core 0.9.5",
+]
+
+[[package]]
+name = "rand"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bc266eb313df6c5c09c1c7b1fbe2510961e5bcd3add930c1e31f7ed9da0feff8"
+dependencies = [
+ "getrandom 0.4.1",
+ "rand_core 0.10.0",
 ]
 
 [[package]]
@@ -6948,7 +7006,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d3022b5f1df60f26e1ffddd6c66e8aa15de382ae63b3a0c1bfc0e4d3e3f325cb"
 dependencies = [
  "ppv-lite86",
- "rand_core 0.9.3",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -6972,18 +7030,24 @@ version = "0.6.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ec0be4795e2f6a28069bec0b5ff3e2ac9bafc99e6a9a7dc3547996c5c816922c"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
 ]
 
 [[package]]
 name = "rand_core"
-version = "0.9.3"
+version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99d9a13982dcf210057a8a78572b2217b667c3beacbf3a0d8b454f6f82837d38"
+checksum = "76afc826de14238e6e8c374ddcc1fa19e374fd8dd986b0d2af0d02377261d83c"
 dependencies = [
  "getrandom 0.3.4",
 ]
 
+[[package]]
+name = "rand_core"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0c8d0fd677905edcbeedbf2edb6494d676f0e98d54d5cf9bda0b061cb8fb8aba"
+
 [[package]]
 name = "rand_distr"
 version = "0.4.3"
@@ -7081,7 +7145,7 @@ version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "513962919efc330f829edb2535844d1b912b0fbe2ca165d613e4e8788bb05a5a"
 dependencies = [
- "rand_core 0.9.3",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -7129,7 +7193,7 @@ dependencies = [
  "rand 0.9.2",
  "rand_chacha 0.9.0",
  "simd_helpers",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "v_frame",
  "wasm-bindgen",
 ]
@@ -7164,7 +7228,7 @@ version = "11.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "498cd0dc59d73224351ee52a95fee0f1a617a2eae0e7d9d720cc622c73a54186"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
 ]
 
 [[package]]
@@ -7262,7 +7326,16 @@ version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
+]
+
+[[package]]
+name = "redox_syscall"
+version = "0.7.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6d94dd2f7cd932d4dc02cc8b2b50dfd38bd079a4e5d79198b99743d7fcf9a4b4"
+dependencies = [
+ "bitflags 2.11.0",
 ]
 
 [[package]]
@@ -7271,7 +7344,7 @@ version = "0.4.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ba009ff324d1fc1b900bd1fdb31564febe58a8ccc8a6fdbb93b543d33b13ca43"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "libredox",
  "thiserror 1.0.69",
 ]
@@ -7282,9 +7355,9 @@ version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a4e608c6638b9c18977b00b475ac1f28d14e84b27d8d42f70e0bf1e3dec127ac"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "libredox",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -7299,10 +7372,10 @@ dependencies = [
  "ndarray 0.16.1",
  "rand 0.8.5",
  "rand_distr 0.4.3",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "tracing-subscriber",
@@ -7311,9 +7384,9 @@ dependencies = [
 
 [[package]]
 name = "regex"
-version = "1.12.2"
+version = "1.12.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "843bc0191f75f3e22651ae5f1e72939ab2f72a4bc30fa80a066bd66edefc24d4"
+checksum = "e10754a14b9137dd7b1e3e5b0493cc9171fdd105e0ab477f51b72e7f3ac0e276"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -7323,9 +7396,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.13"
+version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
+checksum = "6e1dd4122fc1595e8162618945476892eefca7b88c52820e74af6262213cae8f"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -7334,9 +7407,9 @@ dependencies = [
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.8"
+version = "0.8.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
+checksum = "dc897dd8d9e8bd1ed8cdad82b5966c3e0ecae09fb1907d58efaa013543185d0a"
 
 [[package]]
 name = "rend"
@@ -7399,9 +7472,9 @@ dependencies = [
 
 [[package]]
 name = "reqwest"
-version = "0.12.25"
+version = "0.12.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b6eff9328d40131d43bd911d42d79eb6a47312002a4daefc9e37f17e74a7701a"
+checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
  "base64 0.22.1",
  "bytes",
@@ -7409,7 +7482,7 @@ dependencies = [
  "futures-channel",
  "futures-core",
  "futures-util",
- "h2 0.4.12",
+ "h2 0.4.13",
  "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
@@ -7432,7 +7505,7 @@ dependencies = [
  "tokio",
  "tokio-native-tls",
  "tokio-util",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-http 0.6.8",
  "tower-service",
  "url",
@@ -7448,14 +7521,14 @@ version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "21918d6644020c6f6ef1993242989bf6d4952d2e025617744f184c02df51c356"
 dependencies = [
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "rgb"
-version = "0.8.52"
+version = "0.8.53"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0c6a884d2998352bb4daf0183589aec883f16a6da1f4dde84d8e2e9a5409a1ce"
+checksum = "47b34b781b31e5d73e9fbc8689c70551fd1ade9a19e3e28cfec8580a79290cc4"
 dependencies = [
  "bytemuck",
 ]
@@ -7468,7 +7541,7 @@ checksum = "a4689e6c2294d81e88dc6261c768b63bc4fcdb852be6d1352498b114f61383b7"
 dependencies = [
  "cc",
  "cfg-if 1.0.4",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "libc",
  "untrusted",
  "windows-sys 0.52.0",
@@ -7476,13 +7549,13 @@ dependencies = [
 
 [[package]]
 name = "rkyv"
-version = "0.8.12"
+version = "0.8.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35a640b26f007713818e9a9b65d34da1cf58538207b052916a83d80e43f3ffa4"
+checksum = "1a30e631b7f4a03dee9056b8ef6982e8ba371dd5bedb74d3ec86df4499132c70"
 dependencies = [
  "bytecheck",
  "bytes",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "indexmap 2.12.1",
  "munge",
  "ptr_meta",
@@ -7495,13 +7568,13 @@ dependencies = [
 
 [[package]]
 name = "rkyv_derive"
-version = "0.8.12"
+version = "0.8.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bd83f5f173ff41e00337d97f6572e416d022ef8a19f371817259ae960324c482"
+checksum = "8100bb34c0a1d0f907143db3149e6b4eea3c33b9ee8b189720168e818303986f"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -7536,10 +7609,10 @@ dependencies = [
 
 [[package]]
 name = "ruqu"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "blake3",
- "cognitum-gate-tilezero 0.1.0",
+ "cognitum-gate-tilezero 0.1.1 (registry+https://github.com/rust-lang/crates.io-index)",
  "crc32fast",
  "criterion 0.5.1",
  "ed25519-dalek",
@@ -7553,7 +7626,7 @@ dependencies = [
  "serde",
  "serde_json",
  "subtle",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "tracing-subscriber",
@@ -7569,7 +7642,7 @@ dependencies = [
  "rand 0.8.5",
  "ruqu-core",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
 ]
 
@@ -7583,7 +7656,7 @@ dependencies = [
  "rand 0.8.5",
  "rayon",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
 ]
 
@@ -7595,14 +7668,14 @@ dependencies = [
  "rand 0.8.5",
  "ruqu-core",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "ruqu-wasm"
 version = "2.0.5"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "ruqu-algorithms",
  "ruqu-core",
@@ -7619,12 +7692,12 @@ version = "0.32.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7753b721174eb8ff87a9a0e799e2d7bc3749323e773db92e0984debb00019d6e"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "fallible-iterator 0.3.0",
  "fallible-streaming-iterator",
  "hashlink 0.9.1",
  "libsqlite3-sys",
- "smallvec 1.15.1",
+ "smallvec",
 ]
 
 [[package]]
@@ -7645,9 +7718,9 @@ dependencies = [
 
 [[package]]
 name = "rustc-demangle"
-version = "0.1.26"
+version = "0.1.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f7d92ca342cea22a06f2121d944b4fd82af56988c270852495420f961d4ace"
+checksum = "b50b8869d9fc858ce7266cce0194bd74df58b9d0e3f6df3a9fc8eb470d95c09d"
 
 [[package]]
 name = "rustc-hash"
@@ -7681,11 +7754,11 @@ dependencies = [
 
 [[package]]
 name = "rustix"
-version = "1.1.2"
+version = "1.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd15f8a2c5551a84d56efdc1cd049089e409ac19a3072d5037a17fd70719ff3e"
+checksum = "b6fe4565b9518b83ef4f91bb47ce29620ca828bd32cb7e408f0062e9930ba190"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "errno",
  "libc",
  "linux-raw-sys",
@@ -7706,15 +7779,15 @@ dependencies = [
 
 [[package]]
 name = "rustls"
-version = "0.23.35"
+version = "0.23.37"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "533f54bc6a7d4f647e46ad909549eda97bf5afc1585190ef692b4286b198bd8f"
+checksum = "758025cb5fccfd3bc2fd74708fd4682be41d99e5dff73c377c0646c6012c73a4"
 dependencies = [
  "log",
  "once_cell",
  "ring",
  "rustls-pki-types",
- "rustls-webpki 0.103.8",
+ "rustls-webpki 0.103.9",
  "subtle",
  "zeroize",
 ]
@@ -7730,9 +7803,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.13.1"
+version = "1.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "708c0f9d5f54ba0272468c1d306a52c495b31fa155e91bc25371e6df7996908c"
+checksum = "be040f8b0a225e40375822a563fa9524378b9d63112f53e19ffff34df5d33fdd"
 dependencies = [
  "zeroize",
 ]
@@ -7749,9 +7822,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.8"
+version = "0.103.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ffdfa2f5286e2247234e03f680868ac2815974dc39e00ea15adc445d0aafe52"
+checksum = "d7df23109aa6c1567d1c575b9952556388da57401e4ace1d15f79eedad0d8f53"
 dependencies = [
  "ring",
  "rustls-pki-types",
@@ -7792,7 +7865,7 @@ version = "14.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7803e8936da37efd9b6d4478277f4b2b9bb5cdb37a113e8d63222e58da647e63"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "cfg-if 1.0.4",
  "clipboard-win",
  "fd-lock",
@@ -7810,7 +7883,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-attention"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "approx",
  "criterion 0.5.1",
@@ -7825,7 +7898,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-attention-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "napi",
  "napi-build",
@@ -7841,7 +7914,7 @@ name = "ruvector-attention-unified-wasm"
 version = "0.1.0"
 dependencies = [
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "ruvector-attention",
  "ruvector-dag",
@@ -7857,10 +7930,10 @@ dependencies = [
 
 [[package]]
 name = "ruvector-attention-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "ruvector-attention",
  "serde",
@@ -7872,7 +7945,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-attn-mincut"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "serde",
  "serde_json",
@@ -7881,7 +7954,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-bench"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "byteorder",
@@ -7902,15 +7975,15 @@ dependencies = [
  "rayon",
  "ruvector-cognitive-container",
  "ruvector-coherence",
- "ruvector-core 2.0.4",
- "ruvector-mincut 2.0.4",
+ "ruvector-core 2.0.5",
+ "ruvector-mincut 2.0.5",
  "serde",
  "serde_json",
  "statistical",
  "sysinfo 0.31.4",
  "tabled",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
 ]
 
@@ -7932,7 +8005,7 @@ dependencies = [
  "rand_distr 0.4.3",
  "rayon",
  "reqwest 0.11.27",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "rvf-crypto",
  "rvf-types",
  "rvf-wire",
@@ -7941,7 +8014,7 @@ dependencies = [
  "sha2",
  "statistical",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "tracing-subscriber",
@@ -7949,7 +8022,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-cli"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "assert_cmd",
@@ -7968,24 +8041,24 @@ dependencies = [
  "hyper 1.8.1",
  "hyper-util",
  "indicatif",
- "lru 0.16.3",
+ "lru",
  "ndarray 0.16.1",
  "ndarray-npy",
  "predicates",
  "prettytable-rs",
  "rand 0.8.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-gnn",
  "ruvector-graph",
  "serde",
  "serde_json",
  "shellexpand",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tokio-postgres",
  "toml",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-http 0.6.8",
  "tracing",
  "tracing-subscriber",
@@ -8007,13 +8080,13 @@ dependencies = [
  "rand_distr 0.4.3",
  "rayon",
  "ruvector-attention",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-gnn",
  "ruvector-graph",
  "serde",
  "serde_json",
  "sysinfo 0.31.4",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tower 0.4.13",
  "tower-http 0.5.2",
@@ -8023,7 +8096,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-cluster"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "async-trait",
  "bincode 2.0.1",
@@ -8032,10 +8105,10 @@ dependencies = [
  "futures",
  "parking_lot 0.12.5",
  "rand 0.8.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "uuid",
@@ -8043,17 +8116,17 @@ dependencies = [
 
 [[package]]
 name = "ruvector-cognitive-container"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "proptest",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "ruvector-coherence"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "serde",
  "serde_json",
@@ -8061,16 +8134,16 @@ dependencies = [
 
 [[package]]
 name = "ruvector-collections"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "bincode 2.0.1",
  "chrono",
  "dashmap 6.1.0",
  "parking_lot 0.12.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "uuid",
 ]
 
@@ -8079,6 +8152,29 @@ name = "ruvector-core"
 version = "0.1.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6891c96a10df0c8d77b3004388f2f4e79bd8f9e09ee9565bd020cd8d4631d054"
+dependencies = [
+ "anyhow",
+ "bincode 2.0.1",
+ "chrono",
+ "dashmap 6.1.0",
+ "ndarray 0.16.1",
+ "once_cell",
+ "parking_lot 0.12.5",
+ "rand 0.8.5",
+ "rand_distr 0.4.3",
+ "rkyv",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.18",
+ "tracing",
+ "uuid",
+]
+
+[[package]]
+name = "ruvector-core"
+version = "2.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec42a900f56070911bd835baca65a36272c7f6a0549094e09ecd4303883354fe"
 dependencies = [
  "anyhow",
  "bincode 2.0.1",
@@ -8098,14 +8194,14 @@ dependencies = [
  "serde",
  "serde_json",
  "simsimd",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
  "uuid",
 ]
 
 [[package]]
 name = "ruvector-core"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "bincode 2.0.1",
@@ -8130,7 +8226,7 @@ dependencies = [
  "serde_json",
  "simsimd",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
  "tracing-subscriber",
  "uuid",
@@ -8143,7 +8239,7 @@ dependencies = [
  "approx",
  "ruvector-attention",
  "ruvector-gnn",
- "ruvector-mincut 2.0.4",
+ "ruvector-mincut 2.0.5",
  "serde",
  "serde_json",
  "thiserror 1.0.69",
@@ -8151,19 +8247,19 @@ dependencies = [
 
 [[package]]
 name = "ruvector-dag"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "criterion 0.5.1",
  "crossbeam",
  "dashmap 5.5.3",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "ndarray 0.15.6",
  "parking_lot 0.12.5",
  "pqcrypto-dilithium",
  "pqcrypto-kyber",
  "proptest",
  "rand 0.8.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
  "sha2",
@@ -8198,8 +8294,8 @@ dependencies = [
  "proptest",
  "ruvector-delta-core",
  "serde",
- "smallvec 1.15.1",
- "thiserror 2.0.17",
+ "smallvec",
+ "thiserror 2.0.18",
  "tokio",
  "uuid",
 ]
@@ -8218,8 +8314,8 @@ dependencies = [
  "serde",
  "serde_json",
  "simsimd",
- "smallvec 1.15.1",
- "thiserror 2.0.17",
+ "smallvec",
+ "thiserror 2.0.18",
  "zstd",
 ]
 
@@ -8235,8 +8331,8 @@ dependencies = [
  "ruvector-delta-core",
  "serde",
  "serde_json",
- "smallvec 1.15.1",
- "thiserror 2.0.17",
+ "smallvec",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -8255,8 +8351,8 @@ dependencies = [
  "ruvector-delta-core",
  "serde",
  "simsimd",
- "smallvec 1.15.1",
- "thiserror 2.0.17",
+ "smallvec",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -8270,7 +8366,7 @@ dependencies = [
  "ruvector-delta-core",
  "serde",
  "serde-wasm-bindgen",
- "smallvec 1.15.1",
+ "smallvec",
  "tracing",
  "tracing-wasm",
  "wasm-bindgen",
@@ -8280,7 +8376,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-domain-expansion"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "criterion 0.5.1",
  "proptest",
@@ -8290,7 +8386,7 @@ dependencies = [
  "rvf-wire",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -8323,10 +8419,10 @@ dependencies = [
 
 [[package]]
 name = "ruvector-exotic-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "getrandom 0.3.4",
  "js-sys",
  "rand 0.8.5",
@@ -8339,15 +8435,15 @@ dependencies = [
 
 [[package]]
 name = "ruvector-filter"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "chrono",
  "dashmap 6.1.0",
  "ordered-float",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "uuid",
 ]
 
@@ -8358,7 +8454,7 @@ dependencies = [
  "anyhow",
  "criterion 0.5.1",
  "ed25519-dalek",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "hex",
  "js-sys",
  "memmap2",
@@ -8369,7 +8465,7 @@ dependencies = [
  "serde_bytes",
  "serde_json",
  "sha2",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "wasm-bindgen",
@@ -8379,7 +8475,7 @@ dependencies = [
 name = "ruvector-fpga-transformer-wasm"
 version = "0.1.0"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "ruvector-fpga-transformer",
  "serde",
@@ -8390,7 +8486,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-gnn"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "criterion 0.5.1",
@@ -8406,16 +8502,16 @@ dependencies = [
  "rand 0.8.5",
  "rand_distr 0.4.3",
  "rayon",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "ruvector-gnn-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "napi",
  "napi-build",
@@ -8426,10 +8522,10 @@ dependencies = [
 
 [[package]]
 name = "ruvector-gnn-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "getrandom 0.3.4",
  "js-sys",
  "ruvector-gnn",
@@ -8441,7 +8537,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-graph"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "bincode 2.0.1",
@@ -8455,7 +8551,7 @@ dependencies = [
  "hnsw_rs",
  "hyper 1.8.1",
  "lalrpop-util",
- "lru 0.16.3",
+ "lru",
  "lz4",
  "memmap2",
  "mockall",
@@ -8481,14 +8577,14 @@ dependencies = [
  "rkyv",
  "roaring",
  "ruvector-cluster",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-raft",
  "ruvector-replication",
  "serde",
  "serde_json",
  "simsimd",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tokio-test",
  "tonic",
@@ -8502,18 +8598,18 @@ dependencies = [
 
 [[package]]
 name = "ruvector-graph-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "futures",
  "napi",
  "napi-build",
  "napi-derive",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-graph",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "uuid",
@@ -8521,35 +8617,35 @@ dependencies = [
 
 [[package]]
 name = "ruvector-graph-transformer"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "proptest",
  "rand 0.8.5",
  "ruvector-attention",
  "ruvector-coherence",
  "ruvector-gnn",
- "ruvector-mincut 2.0.4",
+ "ruvector-mincut 2.0.5",
  "ruvector-solver",
  "ruvector-verified",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "ruvector-graph-transformer-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "napi",
  "napi-build",
  "napi-derive",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "ruvector-graph-transformer-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "js-sys",
  "serde",
@@ -8561,21 +8657,21 @@ dependencies = [
 
 [[package]]
 name = "ruvector-graph-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "getrandom 0.3.4",
  "js-sys",
  "parking_lot 0.12.5",
  "regex",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-graph",
  "serde",
  "serde-wasm-bindgen",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing-wasm",
  "uuid",
  "wasm-bindgen",
@@ -8596,7 +8692,7 @@ dependencies = [
  "rand_distr 0.4.3",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -8612,7 +8708,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-math"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "approx",
  "criterion 0.5.1",
@@ -8622,15 +8718,15 @@ dependencies = [
  "rand_distr 0.4.3",
  "rayon",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "ruvector-math-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "rayon",
  "ruvector-math",
@@ -8645,7 +8741,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-metrics"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "chrono",
  "lazy_static",
@@ -8672,13 +8768,35 @@ dependencies = [
  "ruvector-core 0.1.31",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
 ]
 
 [[package]]
 name = "ruvector-mincut"
 version = "2.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6d62e10cbb7d80b1e2b72d55c1e3eb7f0c4c5e3f31984bc3baa9b7a02700741e"
+dependencies = [
+ "anyhow",
+ "crossbeam",
+ "dashmap 6.1.0",
+ "ordered-float",
+ "parking_lot 0.12.5",
+ "petgraph",
+ "rand 0.8.5",
+ "rayon",
+ "roaring",
+ "ruvector-core 2.0.4",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.18",
+ "tracing",
+]
+
+[[package]]
+name = "ruvector-mincut"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "criterion 0.5.1",
@@ -8692,11 +8810,11 @@ dependencies = [
  "rand 0.8.5",
  "rayon",
  "roaring",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-graph",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
 ]
 
@@ -8705,11 +8823,11 @@ name = "ruvector-mincut-gated-transformer"
 version = "0.1.0"
 dependencies = [
  "criterion 0.5.1",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "proptest",
  "rand 0.8.5",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -8719,7 +8837,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "af87e661be104daa3061df958f1077c5b45adf183ffa5b0da0e9bab20620430e"
 dependencies = [
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -8737,24 +8855,24 @@ dependencies = [
 
 [[package]]
 name = "ruvector-mincut-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "napi",
  "napi-build",
  "napi-derive",
- "ruvector-mincut 2.0.4",
+ "ruvector-mincut 2.0.5",
  "serde",
  "serde_json",
 ]
 
 [[package]]
 name = "ruvector-mincut-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
- "ruvector-mincut 2.0.4",
+ "ruvector-mincut 2.0.5",
  "serde",
  "serde-wasm-bindgen",
  "serde_json",
@@ -8764,7 +8882,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-nervous-system"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "approx",
@@ -8777,7 +8895,7 @@ dependencies = [
  "rand_distr 0.4.3",
  "rayon",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -8785,7 +8903,7 @@ name = "ruvector-nervous-system-wasm"
 version = "0.1.0"
 dependencies = [
  "console_error_panic_hook",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "rand 0.8.5",
  "serde",
@@ -8798,19 +8916,19 @@ dependencies = [
 
 [[package]]
 name = "ruvector-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "napi",
  "napi-build",
  "napi-derive",
  "ruvector-collections",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-filter",
  "ruvector-metrics",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
 ]
@@ -8858,7 +8976,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-profiler"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "serde",
  "serde_json",
@@ -8867,7 +8985,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-raft"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "bincode 2.0.1",
  "chrono",
@@ -8875,10 +8993,10 @@ dependencies = [
  "futures",
  "parking_lot 0.12.5",
  "rand 0.8.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "uuid",
@@ -8886,7 +9004,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-replication"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "bincode 2.0.1",
  "chrono",
@@ -8894,10 +9012,10 @@ dependencies = [
  "futures",
  "parking_lot 0.12.5",
  "rand 0.8.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "uuid",
@@ -8905,7 +9023,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-router-cli"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "chrono",
@@ -8920,7 +9038,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-router-core"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "bincode 2.0.1",
@@ -8939,7 +9057,7 @@ dependencies = [
  "serde_json",
  "simsimd",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
  "tracing-subscriber",
  "uuid",
@@ -8947,7 +9065,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-router-ffi"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "chrono",
@@ -8962,7 +9080,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-router-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "js-sys",
  "ruvector-router-core",
@@ -8976,7 +9094,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-scipix"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "ab_glyph",
  "anyhow",
@@ -8999,7 +9117,7 @@ dependencies = [
  "dialoguer",
  "dirs 5.0.1",
  "dotenvy",
- "env_logger 0.11.8",
+ "env_logger",
  "futures",
  "getrandom 0.3.4",
  "glob",
@@ -9025,14 +9143,14 @@ dependencies = [
  "proptest",
  "rand 0.8.5",
  "rayon",
- "reqwest 0.12.25",
+ "reqwest 0.12.28",
  "rusttype",
  "serde",
  "serde-wasm-bindgen",
  "serde_json",
  "sha2",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "toml",
  "tower 0.4.13",
@@ -9049,17 +9167,17 @@ dependencies = [
 
 [[package]]
 name = "ruvector-server"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "axum",
  "dashmap 6.1.0",
  "parking_lot 0.12.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-http 0.6.8",
  "tracing",
  "uuid",
@@ -9067,43 +9185,43 @@ dependencies = [
 
 [[package]]
 name = "ruvector-snapshot"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "async-trait",
  "bincode 2.0.1",
  "chrono",
  "flate2",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
  "sha2",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "uuid",
 ]
 
 [[package]]
 name = "ruvector-solver"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "approx",
  "criterion 0.5.1",
  "crossbeam",
  "dashmap 6.1.0",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "nalgebra 0.33.2",
  "parking_lot 0.12.5",
  "proptest",
  "rand 0.8.5",
  "rayon",
  "serde",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
 ]
 
 [[package]]
 name = "ruvector-solver-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "napi",
  "napi-build",
@@ -9116,9 +9234,9 @@ dependencies = [
 
 [[package]]
 name = "ruvector-solver-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "ruvector-solver",
  "serde",
@@ -9131,42 +9249,42 @@ dependencies = [
 
 [[package]]
 name = "ruvector-sona"
-version = "0.1.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdb181c34b259aa642a59fbd1a31e818e442d743f9c2f1bea97cb8ffb8c87c48"
+version = "0.1.6"
 dependencies = [
+ "console_error_panic_hook",
+ "criterion 0.5.1",
  "crossbeam",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
+ "js-sys",
+ "napi",
+ "napi-derive",
+ "once_cell",
  "parking_lot 0.12.5",
  "rand 0.8.5",
  "serde",
  "serde_json",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "web-sys",
 ]
 
 [[package]]
 name = "ruvector-sona"
 version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "981e86a5d07c09782014eaa9db47b0b55e0a30900e05d8be04ce68e5cb3ea803"
 dependencies = [
- "console_error_panic_hook",
- "criterion 0.5.1",
  "crossbeam",
- "getrandom 0.2.16",
- "js-sys",
- "napi",
- "napi-derive",
- "once_cell",
+ "getrandom 0.2.17",
  "parking_lot 0.12.5",
  "rand 0.8.5",
  "serde",
  "serde_json",
- "wasm-bindgen",
- "wasm-bindgen-futures",
- "web-sys",
 ]
 
 [[package]]
 name = "ruvector-sparse-inference"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "byteorder",
@@ -9183,13 +9301,13 @@ dependencies = [
  "rkyv",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
 ]
 
 [[package]]
 name = "ruvector-sparse-inference-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "console_error_panic_hook",
  "getrandom 0.3.4",
@@ -9206,11 +9324,11 @@ dependencies = [
 
 [[package]]
 name = "ruvector-temporal-tensor"
-version = "2.0.4"
+version = "2.0.5"
 
 [[package]]
 name = "ruvector-tiny-dancer-core"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "bytemuck",
@@ -9232,7 +9350,7 @@ dependencies = [
  "serde_json",
  "simsimd",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
  "tracing-subscriber",
  "uuid",
@@ -9240,7 +9358,7 @@ dependencies = [
 
 [[package]]
 name = "ruvector-tiny-dancer-node"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "chrono",
@@ -9251,13 +9369,13 @@ dependencies = [
  "ruvector-tiny-dancer-core",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
 ]
 
 [[package]]
 name = "ruvector-tiny-dancer-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "js-sys",
  "ruvector-tiny-dancer-core",
@@ -9278,10 +9396,10 @@ dependencies = [
  "proptest",
  "ruvector-cognitive-container",
  "ruvector-coherence",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -9300,26 +9418,26 @@ dependencies = [
 
 [[package]]
 name = "ruvector-wasm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "base64 0.22.1",
  "console_error_panic_hook",
  "ed25519-dalek",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "getrandom 0.3.4",
  "hex",
  "js-sys",
  "parking_lot 0.12.5",
  "rand 0.8.5",
  "ruvector-collections",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-filter",
  "serde",
  "serde-wasm-bindgen",
  "serde_json",
  "sha2",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing-wasm",
  "wasm-bindgen",
  "wasm-bindgen-futures",
@@ -9329,9 +9447,9 @@ dependencies = [
 
 [[package]]
 name = "ruvllm"
-version = "2.0.1"
+version = "2.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a131c860e1464b4f92d93821655d0b7d25d0624f7885b3137c40c60a79a7a7ff"
+checksum = "66cfdb19d6c71880ae57f96f1d0cdc21bba93ca4719aff58191b9875b86054aa"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -9340,22 +9458,20 @@ dependencies = [
  "dashmap 6.1.0",
  "dirs 5.0.1",
  "futures-core",
- "getrandom 0.2.16",
  "half 2.7.1",
- "lru 0.12.5",
  "md5",
  "ndarray 0.16.1",
  "once_cell",
  "parking_lot 0.12.5",
  "rand 0.8.5",
  "regex",
- "ruvector-core 0.1.31",
- "ruvector-sona 0.1.4",
+ "ruvector-core 2.0.4",
+ "ruvector-sona 0.1.6 (registry+https://github.com/rust-lang/crates.io-index)",
  "serde",
  "serde_json",
  "sha2",
- "smallvec 1.15.1",
- "thiserror 2.0.17",
+ "smallvec",
+ "thiserror 2.0.18",
  "tokio",
  "tokio-stream",
  "tracing",
@@ -9364,7 +9480,7 @@ dependencies = [
 
 [[package]]
 name = "ruvllm"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -9394,16 +9510,16 @@ dependencies = [
  "rayon",
  "regex",
  "ruvector-attention",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-gnn",
  "ruvector-graph",
  "ruvector-sona 0.1.6",
  "serde",
  "serde_json",
  "sha2",
- "smallvec 1.15.1",
+ "smallvec",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokenizers 0.20.4",
  "tokio",
  "tokio-stream",
@@ -9414,7 +9530,7 @@ dependencies = [
 
 [[package]]
 name = "ruvllm-cli"
-version = "2.0.4"
+version = "2.0.5"
 dependencies = [
  "anyhow",
  "assert_cmd",
@@ -9434,13 +9550,13 @@ dependencies = [
  "predicates",
  "prettytable-rs",
  "rustyline",
- "ruvllm 2.0.4",
+ "ruvllm 2.0.5",
  "serde",
  "serde_json",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-http 0.6.8",
  "tracing",
  "tracing-subscriber",
@@ -9476,7 +9592,7 @@ dependencies = [
  "rand_distr 0.4.3",
  "ruvector-attention",
  "ruvector-collections",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "ruvector-dag",
  "ruvector-filter",
  "ruvector-gnn",
@@ -9486,7 +9602,7 @@ dependencies = [
  "serde",
  "serde_json",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "tracing-subscriber",
@@ -9674,7 +9790,7 @@ dependencies = [
  "serde_json",
  "tempfile",
  "tokio",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-http 0.6.8",
 ]
 
@@ -9704,11 +9820,11 @@ dependencies = [
  "anyhow",
  "console_error_panic_hook",
  "fs2",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "js-sys",
  "once_cell",
  "parking_lot 0.12.5",
- "ruvector-core 2.0.4",
+ "ruvector-core 2.0.5",
  "rvf-runtime",
  "rvf-types",
  "serde",
@@ -9723,9 +9839,9 @@ dependencies = [
 
 [[package]]
 name = "ryu"
-version = "1.0.20"
+version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "28d3b2b1366ec20994f1fd18c3c594f05c5dd4bc44d8bb0c1c632c8d6829481f"
+checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
 [[package]]
 name = "safe_arch"
@@ -9746,6 +9862,17 @@ dependencies = [
  "serde_json",
 ]
 
+[[package]]
+name = "safetensors"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "675656c1eabb620b921efea4f9199f97fc86e36dd6ffd1fbbe48d0f59a4987f5"
+dependencies = [
+ "hashbrown 0.16.1",
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "same-file"
 version = "1.0.6"
@@ -9788,12 +9915,12 @@ checksum = "1c107b6f4780854c8b126e228ea8869f4d7b71260f962fefb57b996b8959ba6b"
 
 [[package]]
 name = "security-framework"
-version = "2.11.1"
+version = "3.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "897b2245f0b511c87893af39b033e5ca9cce68824c4d7e7630b5a1d339658d02"
+checksum = "b7f4bc775c73d9a02cde8bf7b2ec4c9d12743edf609006c7facc23998404cd1d"
 dependencies = [
- "bitflags 2.10.0",
- "core-foundation",
+ "bitflags 2.11.0",
+ "core-foundation 0.10.1",
  "core-foundation-sys",
  "libc",
  "security-framework-sys",
@@ -9801,9 +9928,9 @@ dependencies = [
 
 [[package]]
 name = "security-framework-sys"
-version = "2.15.0"
+version = "2.17.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cc1f0cbffaac4852523ce30d8bd3c5cdc873501d96ff467ca09b6767bb8cd5c0"
+checksum = "6ce2691df843ecc5d231c0b14ece2acc3efb62c0a398c7e1d875f3983ce020e3"
 dependencies = [
  "core-foundation-sys",
  "libc",
@@ -9901,20 +10028,20 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.145"
+version = "1.0.149"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "402a6f66d8c709116cf22f558eab210f5a50187f702eb4d7e5ef38d9a7f1c79c"
+checksum = "83fc039473c5595ace860d8c4fafa220ff474b3fc6bfdb4293327f1a37e94d86"
 dependencies = [
  "itoa",
  "memchr",
- "ryu",
  "serde",
  "serde_core",
+ "zmij",
 ]
 
 [[package]]
@@ -10001,15 +10128,15 @@ dependencies = [
 
 [[package]]
 name = "shell-words"
-version = "1.1.0"
+version = "1.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "24188a676b6ae68c3b2cb3a01be17fbf7240ce009799bb56d5b1409051e78fde"
+checksum = "dc6fe69c597f9c37bfeeeeeb33da3530379845f10be461a66d16d03eca2ded77"
 
 [[package]]
 name = "shellexpand"
-version = "3.1.1"
+version = "3.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8b1fdf65dd6331831494dd616b30351c38e96e45921a27745cf98490458b90bb"
+checksum = "32824fab5e16e6c4d86dc1ba84489390419a39f97699852b66480bb87d297ed8"
 dependencies = [
  "dirs 6.0.0",
 ]
@@ -10022,10 +10149,11 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "signal-hook-registry"
-version = "1.4.7"
+version = "1.4.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7664a098b8e616bdfcc2dc0e9ac44eb231eedf41db4e9fe95d8d32ec728dedad"
+checksum = "c4db69cba1110affc0e9f7bcd48bbf87b3f4fc7c61fc9155afd4c469eb3d6c1b"
 dependencies = [
+ "errno",
  "libc",
 ]
 
@@ -10097,15 +10225,15 @@ dependencies = [
 
 [[package]]
 name = "siphasher"
-version = "1.0.1"
+version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56199f7ddabf13fe5074ce809e7d3f42b42ae711800501b5b16ea82ad029c39d"
+checksum = "b2aa850e253778c88a04c3d7323b043aeda9d3e30d5971937c1855769763678e"
 
 [[package]]
 name = "slab"
-version = "0.4.11"
+version = "0.4.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a2ae44ef20feb57a68b23d846850f861394c2e02dc425a50098ae8c90267589"
+checksum = "0c790de23124f9ab44544d7ac05d60440adc586479ce501c1d6d7da3cd8c9cf5"
 
 [[package]]
 name = "slotmap"
@@ -10125,12 +10253,6 @@ dependencies = [
  "serde",
 ]
 
-[[package]]
-name = "smallvec"
-version = "2.0.0-alpha.10"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "51d44cfb396c3caf6fbfd0ab422af02631b69ddd96d2eff0b0f0724f9024051b"
-
 [[package]]
 name = "socket2"
 version = "0.5.10"
@@ -10143,9 +10265,9 @@ dependencies = [
 
 [[package]]
 name = "socket2"
-version = "0.6.1"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "17129e116933cf371d018bb80ae557e889637989d8638274fb25622827b03881"
+checksum = "86f4aa3ad99f2088c990dfa82d367e19cb29268ed67c574d10d0a4bfe71f07e0"
 dependencies = [
  "libc",
  "windows-sys 0.60.2",
@@ -10186,7 +10308,7 @@ version = "0.3.0+sdk-1.3.268.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "eda41003dc44290527a59b13432d4a0379379fa074b70174882adfbdfd917844"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
 ]
 
 [[package]]
@@ -10257,8 +10379,8 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2",
- "smallvec 1.15.1",
- "thiserror 2.0.17",
+ "smallvec",
+ "thiserror 2.0.18",
  "tokio",
  "tokio-stream",
  "tracing",
@@ -10276,7 +10398,7 @@ dependencies = [
  "quote",
  "sqlx-core",
  "sqlx-macros-core",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -10299,7 +10421,7 @@ dependencies = [
  "sqlx-mysql",
  "sqlx-postgres",
  "sqlx-sqlite",
- "syn 2.0.111",
+ "syn 2.0.117",
  "tokio",
  "url",
 ]
@@ -10312,7 +10434,7 @@ checksum = "aa003f0038df784eb8fecbbac13affe3da23b45194bd57dba231c8f48199c526"
 dependencies = [
  "atoi",
  "base64 0.22.1",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "byteorder",
  "bytes",
  "chrono",
@@ -10339,13 +10461,13 @@ dependencies = [
  "serde",
  "sha1",
  "sha2",
- "smallvec 1.15.1",
+ "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
  "uuid",
- "whoami",
+ "whoami 1.6.1",
 ]
 
 [[package]]
@@ -10356,7 +10478,7 @@ checksum = "db58fcd5a53cf07c184b154801ff91347e4c30d17a3562a635ff028ad5deda46"
 dependencies = [
  "atoi",
  "base64 0.22.1",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "byteorder",
  "chrono",
  "crc",
@@ -10378,13 +10500,13 @@ dependencies = [
  "serde",
  "serde_json",
  "sha2",
- "smallvec 1.15.1",
+ "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
  "uuid",
- "whoami",
+ "whoami 1.6.1",
 ]
 
 [[package]]
@@ -10407,7 +10529,7 @@ dependencies = [
  "serde",
  "serde_urlencoded",
  "sqlx-core",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tracing",
  "url",
  "uuid",
@@ -10463,7 +10585,7 @@ name = "subpolynomial-time-mincut-demo"
 version = "0.1.0"
 dependencies = [
  "rand 0.8.5",
- "ruvector-mincut 2.0.4",
+ "ruvector-mincut 2.0.5",
 ]
 
 [[package]]
@@ -10493,9 +10615,9 @@ dependencies = [
 
 [[package]]
 name = "symbolic-common"
-version = "12.17.0"
+version = "12.17.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3d8046c5674ab857104bc4559d505f4809b8060d57806e45d49737c97afeb60"
+checksum = "751a2823d606b5d0a7616499e4130a516ebd01a44f39811be2b9600936509c23"
 dependencies = [
  "debugid",
  "memmap2",
@@ -10505,9 +10627,9 @@ dependencies = [
 
 [[package]]
 name = "symbolic-demangle"
-version = "12.17.0"
+version = "12.17.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1accb6e5c4b0f682de907623912e616b44be1c9e725775155546669dbff720ec"
+checksum = "79b237cfbe320601dd24b4ac817a5b68bb28f5508e33f08d42be0682cadc8ac9"
 dependencies = [
  "cpp_demangle",
  "rustc-demangle",
@@ -10527,9 +10649,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.111"
+version = "2.0.117"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "390cc9a294ab71bdb1aa2e99d13be9c753cd2d7bd6560c77118597410c4d2e87"
+checksum = "e665b8803e7b1d2a727f4023456bbbbe74da67099c585258af0ad9c5013b9b99"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -10559,7 +10681,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -10568,7 +10690,7 @@ version = "0.5.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ec7dddc5f0fee506baf8b9fdb989e242f17e4b11c61dfbb0635b705217199eea"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "byteorder",
  "enum-as-inner",
  "libc",
@@ -10582,7 +10704,7 @@ version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "01198a2debb237c62b6826ec7081082d951f46dbb64b0e8c7649a452230d1dfc"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "byteorder",
  "enum-as-inner",
  "libc",
@@ -10626,18 +10748,18 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ba3a3adc5c275d719af8cb4272ea1c4a6d668a777f37e115f6d11ddbc1c8e0e7"
 dependencies = [
  "bitflags 1.3.2",
- "core-foundation",
+ "core-foundation 0.9.4",
  "system-configuration-sys 0.5.0",
 ]
 
 [[package]]
 name = "system-configuration"
-version = "0.6.1"
+version = "0.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c879d448e9d986b661742763247d3693ed13609438cf3d006f51f5368a5ba6b"
+checksum = "a13f3d0daba03132c0aa9767f98351b3488edc2c100cda2d2ec2b04f3d8d3c8b"
 dependencies = [
- "bitflags 2.10.0",
- "core-foundation",
+ "bitflags 2.11.0",
+ "core-foundation 0.9.4",
  "system-configuration-sys 0.6.0",
 ]
 
@@ -10696,25 +10818,14 @@ version = "1.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "55937e1799185b12863d447f42597ed69d9928686b8d88a1df17376a097d8369"
 
-[[package]]
-name = "tar"
-version = "0.4.44"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d863878d212c87a19c1a610eb53bb01fe12951c0501cf5a0d65f724914a667a"
-dependencies = [
- "filetime",
- "libc",
- "xattr",
-]
-
 [[package]]
 name = "tempfile"
-version = "3.23.0"
+version = "3.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2d31c77bdf42a745371d260a26ca7163f1e0924b64afa0b688e61b5a9fa02f16"
+checksum = "82a72c767771b47409d2345987fda8628641887d5466101319899796367354a0"
 dependencies = [
  "fastrand",
- "getrandom 0.3.4",
+ "getrandom 0.4.1",
  "once_cell",
  "rustix",
  "windows-sys 0.61.2",
@@ -10767,11 +10878,11 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
+checksum = "4288b5bcbc7920c07a1149a35cf9590a2aa808e0bc1eafaade0b80947865fbc4"
 dependencies = [
- "thiserror-impl 2.0.17",
+ "thiserror-impl 2.0.18",
 ]
 
 [[package]]
@@ -10782,18 +10893,18 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
+checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -10821,30 +10932,30 @@ dependencies = [
 
 [[package]]
 name = "time"
-version = "0.3.44"
+version = "0.3.47"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "91e7d9e3bb61134e77bde20dd4825b97c010155709965fedf0f49bb138e52a9d"
+checksum = "743bd48c283afc0388f9b8827b976905fb217ad9e647fae3a379a9283c4def2c"
 dependencies = [
  "deranged",
  "itoa",
  "num-conv",
  "powerfmt",
- "serde",
+ "serde_core",
  "time-core",
  "time-macros",
 ]
 
 [[package]]
 name = "time-core"
-version = "0.1.6"
+version = "0.1.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40868e7c1d2f0b8d73e4a8c7f0ff63af4f6d19be117e90bd73eb1d62cf831c6b"
+checksum = "7694e1cfe791f8d31026952abf09c69ca6f6fa4e1a1229e18988f06a04a12dca"
 
 [[package]]
 name = "time-macros"
-version = "0.2.24"
+version = "0.2.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30cfb0125f12d9c277f35663a0a33f8c30190f4e4574868a330595412d34ebf3"
+checksum = "2e70e4c5a0e0a8a4823ad65dfe1a6930e4f4d756dcd9dd7939022b5e8c501215"
 dependencies = [
  "num-conv",
  "time-core",
@@ -10894,7 +11005,7 @@ dependencies = [
  "aho-corasick",
  "derive_builder",
  "esaxx-rs",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "itertools 0.12.1",
  "lazy_static",
  "log",
@@ -10943,7 +11054,7 @@ dependencies = [
  "serde",
  "serde_json",
  "spm_precompiled",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "unicode-normalization-alignments",
  "unicode-segmentation",
  "unicode_categories",
@@ -10951,9 +11062,9 @@ dependencies = [
 
 [[package]]
 name = "tokio"
-version = "1.48.0"
+version = "1.49.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
+checksum = "72a2903cd7736441aac9df9d7688bd0ce48edccaadf181c3b90be801e81d3d86"
 dependencies = [
  "bytes",
  "libc",
@@ -10961,7 +11072,7 @@ dependencies = [
  "parking_lot 0.12.5",
  "pin-project-lite",
  "signal-hook-registry",
- "socket2 0.6.1",
+ "socket2 0.6.2",
  "tokio-macros",
  "windows-sys 0.61.2",
 ]
@@ -10974,7 +11085,7 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -10989,9 +11100,9 @@ dependencies = [
 
 [[package]]
 name = "tokio-postgres"
-version = "0.7.15"
+version = "0.7.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b40d66d9b2cfe04b628173409368e58247e8eddbbd3b0e6c6ba1d09f20f6c9e"
+checksum = "dcea47c8f71744367793f16c2db1f11cb859d28f436bdb4ca9193eb1f787ee42"
 dependencies = [
  "async-trait",
  "byteorder",
@@ -11007,10 +11118,10 @@ dependencies = [
  "postgres-protocol",
  "postgres-types",
  "rand 0.9.2",
- "socket2 0.6.1",
+ "socket2 0.6.2",
  "tokio",
  "tokio-util",
- "whoami",
+ "whoami 2.1.1",
 ]
 
 [[package]]
@@ -11029,15 +11140,15 @@ version = "0.26.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
 dependencies = [
- "rustls 0.23.35",
+ "rustls 0.23.37",
  "tokio",
 ]
 
 [[package]]
 name = "tokio-stream"
-version = "0.1.17"
+version = "0.1.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eca58d7bba4a75707817a2c44174253f9236b2d5fbd055602e9d5c07c139a047"
+checksum = "32da49809aab5c3bc678af03902d4ccddea2a87d028d86392a4b1560c6906c70"
 dependencies = [
  "futures-core",
  "pin-project-lite",
@@ -11046,12 +11157,10 @@ dependencies = [
 
 [[package]]
 name = "tokio-test"
-version = "0.4.4"
+version = "0.4.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2468baabc3311435b55dd935f702f42cd1b8abb7e754fb7dfb16bd36aa88f9f7"
+checksum = "3f6d24790a10a7af737693a3e8f1d03faef7e6ca0cc99aae5066f533766de545"
 dependencies = [
- "async-stream",
- "bytes",
  "futures-core",
  "tokio",
  "tokio-stream",
@@ -11071,9 +11180,9 @@ dependencies = [
 
 [[package]]
 name = "tokio-util"
-version = "0.7.17"
+version = "0.7.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2efa149fe76073d6e8fd97ef4f4eca7b67f599660115591483572e406e165594"
+checksum = "9ae9cec805b01e8fc3fd2fe289f89149a9b66dd16786abd8b19cfa7b48cb0098"
 dependencies = [
  "bytes",
  "futures-core",
@@ -11140,9 +11249,9 @@ dependencies = [
 
 [[package]]
 name = "toml_parser"
-version = "1.0.6+spec-1.1.0"
+version = "1.0.9+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a3198b4b0a8e11f09dd03e133c0280504d0801269e9afa46362ffde1cbeebf44"
+checksum = "702d4415e08923e7e1ef96cd5727c0dfed80b4d2fa25db9647fe5eb6f7c5a4c4"
 dependencies = [
  "winnow",
 ]
@@ -11164,7 +11273,7 @@ dependencies = [
  "axum",
  "base64 0.22.1",
  "bytes",
- "h2 0.4.12",
+ "h2 0.4.13",
  "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
@@ -11206,9 +11315,9 @@ dependencies = [
 
 [[package]]
 name = "tower"
-version = "0.5.2"
+version = "0.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d039ad9159c98b70ecfd540b2573b97f7f52c3e8d9f8ad57a24b916a536975f9"
+checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
 dependencies = [
  "futures-core",
  "futures-util",
@@ -11227,7 +11336,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e9cd434a998747dd2c4276bc96ee2e0c7a2eadf3cae88e52be55a05fa9053f5"
 dependencies = [
  "async-compression",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "bytes",
  "futures-core",
  "futures-util",
@@ -11254,7 +11363,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d4e6559d53cc268e5031cd8429d05415bc4cb4aefc4aa5d6cc35fbf5b924a1f8"
 dependencies = [
  "async-compression",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "bytes",
  "futures-core",
  "futures-util",
@@ -11264,7 +11373,7 @@ dependencies = [
  "pin-project-lite",
  "tokio",
  "tokio-util",
- "tower 0.5.2",
+ "tower 0.5.3",
  "tower-layer",
  "tower-service",
  "tracing",
@@ -11284,9 +11393,9 @@ checksum = "8df9b6e13f2d32c91b9bd719c00d1958837bc7dec474d94952798cc8e69eeec3"
 
 [[package]]
 name = "tracing"
-version = "0.1.43"
+version = "0.1.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2d15d90a0b5c19378952d479dc858407149d7bb45a14de0142f6c534b16fc647"
+checksum = "63e71662fa4b2a2c3a26f570f037eb95bb1f85397f3cd8076caed2f026a6d100"
 dependencies = [
  "log",
  "pin-project-lite",
@@ -11302,14 +11411,14 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "tracing-core"
-version = "0.1.35"
+version = "0.1.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a04e24fab5c89c6a36eb8558c9656f30d81de51dfa4d3b45f26b21d61fa0a6c"
+checksum = "db97caf9d906fbde555dd62fa95ddba9eecfd14cb388e4f491a66d74cd5fb79a"
 dependencies = [
  "once_cell",
  "valuable",
@@ -11349,7 +11458,7 @@ dependencies = [
  "serde",
  "serde_json",
  "sharded-slab",
- "smallvec 1.15.1",
+ "smallvec",
  "thread_local",
  "tracing",
  "tracing-core",
@@ -11442,7 +11551,7 @@ dependencies = [
  "num-traits",
  "num_cpus",
  "rayon",
- "safetensors",
+ "safetensors 0.4.5",
  "serde",
  "thiserror 1.0.69",
  "tracing",
@@ -11490,9 +11599,9 @@ checksum = "ccb97dac3243214f8d8507998906ca3e2e0b900bf9bf4870477f125b82e68f6e"
 
 [[package]]
 name = "unicase"
-version = "2.8.1"
+version = "2.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "75b844d17643ee918803943289730bec8aac480150456169e647ed0b576ba539"
+checksum = "dbc4bc3a9f746d862c45cb89d705aa10f187bb96c76001afab07a0d35ce60142"
 
 [[package]]
 name = "unicode-bidi"
@@ -11502,9 +11611,9 @@ checksum = "5c1cb5db39152898a79168971543b1cb5020dff7fe43c8dc468b0885f5e29df5"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.22"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
+checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
 [[package]]
 name = "unicode-normalization"
@@ -11521,7 +11630,7 @@ version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "43f613e4fa046e69818dd287fdc4bc78175ff20331479dab6e1b0f98d57062de"
 dependencies = [
- "smallvec 1.15.1",
+ "smallvec",
 ]
 
 [[package]]
@@ -11583,7 +11692,7 @@ dependencies = [
  "log",
  "native-tls",
  "once_cell",
- "rustls 0.23.35",
+ "rustls 0.23.37",
  "rustls-pki-types",
  "serde",
  "serde_json",
@@ -11594,9 +11703,9 @@ dependencies = [
 
 [[package]]
 name = "ureq"
-version = "3.1.4"
+version = "3.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d39cb1dbab692d82a977c0392ffac19e188bd9186a9f32806f0aaa859d75585a"
+checksum = "fdc97a28575b85cfedf2a7e7d3cc64b3e11bd8ac766666318003abbacc7a21fc"
 dependencies = [
  "base64 0.22.1",
  "der",
@@ -11624,9 +11733,9 @@ dependencies = [
 
 [[package]]
 name = "url"
-version = "2.5.7"
+version = "2.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08bc136a29a3d1758e07a9cca267be308aeebf5cfd5a10f3f67ab2097683ef5b"
+checksum = "ff67a8a4397373c3ef660812acab3268222035010ab8680ec4215f38ba3d0eed"
 dependencies = [
  "form_urlencoded",
  "idna 1.1.0",
@@ -11660,11 +11769,11 @@ checksum = "06abde3611657adf66d383f00b093d7faecc7fa57071cce2578660c9f1010821"
 
 [[package]]
 name = "uuid"
-version = "1.19.0"
+version = "1.21.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2e054861b4bd027cd373e18e8d8d8e6548085000e41290d95ce0c373a654b4a"
+checksum = "b672338555252d43fd2240c714dc444b8c6fb0a5c5335e65a07bba7742735ddb"
 dependencies = [
- "getrandom 0.3.4",
+ "getrandom 0.4.1",
  "js-sys",
  "serde_core",
  "wasm-bindgen",
@@ -11708,7 +11817,7 @@ dependencies = [
  "proc-macro-error",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -11778,11 +11887,29 @@ version = "0.11.1+wasi-snapshot-preview1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
+[[package]]
+name = "wasi"
+version = "0.14.7+wasi-0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "883478de20367e224c0090af9cf5f9fa85bed63a95c1abf3afc5c083ebc06e8c"
+dependencies = [
+ "wasip2",
+]
+
 [[package]]
 name = "wasip2"
-version = "1.0.1+wasi-0.2.4"
+version = "1.0.2+wasi-0.2.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9517f9239f02c069db75e65f174b3da828fe5f5b945c4dd26bd25d89c03ebcf5"
+dependencies = [
+ "wit-bindgen",
+]
+
+[[package]]
+name = "wasip3"
+version = "0.4.0+wasi-0.3.0-rc-2026-01-06"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0562428422c63773dad2c345a1882263bbf4d65cf3f42e90921f787ef5ad58e7"
+checksum = "5428f8bf88ea5ddc08faddef2ac4a67e390b88186c703ce6dbd955e1c145aca5"
 dependencies = [
  "wit-bindgen",
 ]
@@ -11793,11 +11920,20 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b8dad83b4f25e74f184f64c43b150b91efe7647395b42289f38e50566d82855b"
 
+[[package]]
+name = "wasite"
+version = "1.0.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "66fe902b4a6b8028a753d5424909b764ccf79b7a209eac9bf97e59cda9f71a42"
+dependencies = [
+ "wasi 0.14.7+wasi-0.2.4",
+]
+
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.106"
+version = "0.2.113"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0d759f433fa64a2d763d1340820e46e111a7a5ab75f993d1852d70b03dbb80fd"
+checksum = "60722a937f594b7fde9adb894d7c092fc1bb6612897c46368d18e7a20208eff2"
 dependencies = [
  "cfg-if 1.0.4",
  "once_cell",
@@ -11808,11 +11944,12 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.56"
+version = "0.4.63"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "836d9622d604feee9e5de25ac10e3ea5f2d65b41eac0d9ce72eb5deae707ce7c"
+checksum = "8a89f4650b770e4521aa6573724e2aed4704372151bd0de9d16a3bbabb87441a"
 dependencies = [
  "cfg-if 1.0.4",
+ "futures-util",
  "js-sys",
  "once_cell",
  "wasm-bindgen",
@@ -11821,9 +11958,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.106"
+version = "0.2.113"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48cb0d2638f8baedbc542ed444afc0644a29166f1595371af4fecf8ce1e7eeb3"
+checksum = "0fac8c6395094b6b91c4af293f4c79371c163f9a6f56184d2c9a85f5a95f3950"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -11831,14 +11968,14 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.106"
+version = "0.2.113"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cefb59d5cd5f92d9dcf80e4683949f15ca4b511f4ac0a6e14d4e1ac60c6ecd40"
+checksum = "ab3fabce6159dc20728033842636887e4877688ae94382766e00b180abac9d60"
 dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
  "wasm-bindgen-shared",
 ]
 
@@ -11856,18 +11993,18 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.106"
+version = "0.2.113"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbc538057e648b67f72a982e708d485b2efa771e1ac05fec311f9f63e5800db4"
+checksum = "de0e091bdb824da87dc01d967388880d017a0a9bc4f3bdc0d86ee9f9336e3bb5"
 dependencies = [
  "unicode-ident",
 ]
 
 [[package]]
 name = "wasm-bindgen-test"
-version = "0.3.56"
+version = "0.3.63"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "25e90e66d265d3a1efc0e72a54809ab90b9c0c515915c67cdf658689d2c22c6c"
+checksum = "9e6fc7a6f61926fa909ee570d4ca194e264545ebbbb4ffd63ac07ba921bff447"
 dependencies = [
  "async-trait",
  "cast",
@@ -11882,17 +12019,46 @@ dependencies = [
  "wasm-bindgen",
  "wasm-bindgen-futures",
  "wasm-bindgen-test-macro",
+ "wasm-bindgen-test-shared",
 ]
 
 [[package]]
 name = "wasm-bindgen-test-macro"
-version = "0.3.56"
+version = "0.3.63"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7150335716dce6028bead2b848e72f47b45e7b9422f64cccdc23bedca89affc1"
+checksum = "f745a117245c232859f203d6c8d52c72d4cfc42de7e668c147ca6b3e45f1157e"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "wasm-bindgen-test-shared"
+version = "0.2.113"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1f88e7ae201cc7c291da857532eb1c8712e89494e76ec3967b9805221388e938"
+
+[[package]]
+name = "wasm-encoder"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "990065f2fe63003fe337b932cfb5e3b80e0b4d0f5ff650e6985b1048f62c8319"
+dependencies = [
+ "leb128fmt",
+ "wasmparser",
+]
+
+[[package]]
+name = "wasm-metadata"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bb0e353e6a2fbdc176932bbaab493762eb1255a7900fe0fea1a2f96c296cc909"
+dependencies = [
+ "anyhow",
+ "indexmap 2.12.1",
+ "wasm-encoder",
+ "wasmparser",
 ]
 
 [[package]]
@@ -11919,6 +12085,18 @@ dependencies = [
  "web-sys",
 ]
 
+[[package]]
+name = "wasmparser"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47b807c72e1bac69382b3a6fb3dbe8ea4c0ed87ff5629b8685ae6b9a611028fe"
+dependencies = [
+ "bitflags 2.11.0",
+ "hashbrown 0.15.5",
+ "indexmap 2.12.1",
+ "semver 1.0.27",
+]
+
 [[package]]
 name = "weak-table"
 version = "0.3.2"
@@ -11927,9 +12105,9 @@ checksum = "323f4da9523e9a669e1eaf9c6e763892769b1d38c623913647bfdc1532fe4549"
 
 [[package]]
 name = "web-sys"
-version = "0.3.83"
+version = "0.3.90"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9b32828d774c412041098d182a8b38b16ea816958e07cf40eec2bc080ae137ac"
+checksum = "705eceb4ce901230f8625bd1d665128056ccbe4b7408faa625eec1ba80f59a97"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -11947,9 +12125,9 @@ dependencies = [
 
 [[package]]
 name = "webpki-root-certs"
-version = "1.0.4"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ee3e3b5f5e80bc89f30ce8d0343bf4e5f12341c51f3e26cbeecbc7c85443e85b"
+checksum = "804f18a4ac2676ffb4e8b5b5fa9ae38af06df08162314f96a68d2a363e21a8ca"
 dependencies = [
  "rustls-pki-types",
 ]
@@ -11966,14 +12144,14 @@ version = "0.26.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "521bc38abb08001b01866da9f51eb7c5d647a19260e00054a8c7fd5f9e57f7a9"
 dependencies = [
- "webpki-roots 1.0.4",
+ "webpki-roots 1.0.6",
 ]
 
 [[package]]
 name = "webpki-roots"
-version = "1.0.4"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b2878ef029c47c6e8cf779119f20fcf52bde7ad42a731b2a304bc221df17571e"
+checksum = "22cfaf3c063993ff62e73cb4311efde4db1efb31ab78a3e5c457939ad5cc0bed"
 dependencies = [
  "rustls-pki-types",
 ]
@@ -12011,7 +12189,7 @@ dependencies = [
  "parking_lot 0.12.5",
  "profiling",
  "raw-window-handle",
- "smallvec 1.15.1",
+ "smallvec",
  "static_assertions",
  "wasm-bindgen",
  "wasm-bindgen-futures",
@@ -12029,7 +12207,7 @@ checksum = "d63c3c478de8e7e01786479919c8769f62a22eec16788d8c2ac77ce2c132778a"
 dependencies = [
  "arrayvec",
  "bit-vec 0.8.0",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "cfg_aliases 0.1.1",
  "document-features",
  "indexmap 2.12.1",
@@ -12040,7 +12218,7 @@ dependencies = [
  "profiling",
  "raw-window-handle",
  "rustc-hash 1.1.0",
- "smallvec 1.15.1",
+ "smallvec",
  "thiserror 1.0.69",
  "wgpu-hal",
  "wgpu-types",
@@ -12056,7 +12234,7 @@ dependencies = [
  "arrayvec",
  "ash",
  "bit-set 0.8.0",
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "block",
  "bytemuck",
  "cfg_aliases 0.1.1",
@@ -12082,7 +12260,7 @@ dependencies = [
  "raw-window-handle",
  "renderdoc-sys",
  "rustc-hash 1.1.0",
- "smallvec 1.15.1",
+ "smallvec",
  "thiserror 1.0.69",
  "wasm-bindgen",
  "web-sys",
@@ -12097,7 +12275,7 @@ version = "23.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "610f6ff27778148c31093f3b03abc4840f9636d58d597ca2f5977433acfe0068"
 dependencies = [
- "bitflags 2.10.0",
+ "bitflags 2.11.0",
  "js-sys",
  "web-sys",
 ]
@@ -12109,7 +12287,19 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5d4a4db5077702ca3015d3d02d74974948aba2ad9e12ab7df718ee64ccd7e97d"
 dependencies = [
  "libredox",
- "wasite",
+ "wasite 0.1.0",
+]
+
+[[package]]
+name = "whoami"
+version = "2.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d6a5b12f9df4f978d2cfdb1bd3bac52433f44393342d7ee9c25f5a1c14c0f45d"
+dependencies = [
+ "libc",
+ "libredox",
+ "objc2-system-configuration",
+ "wasite 1.0.2",
  "web-sys",
 ]
 
@@ -12254,7 +12444,7 @@ checksum = "9107ddc059d5b6fbfbffdfa7a7fe3e22a226def0b2608f72e9d552763d3e1ad7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12265,7 +12455,7 @@ checksum = "2bbd5b46c938e506ecbce286b6628a02171d56153ba733b6c741fc627ec9579b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12276,7 +12466,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12287,7 +12477,7 @@ checksum = "29bee4b38ea3cde66011baa44dba677c432a78593e202392d1e9070cf2a7fca7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12298,7 +12488,7 @@ checksum = "053c4c462dc91d3b1504c6fe5a726dd15e216ba718e84a0e46a88fbe5ded3515"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12309,7 +12499,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12646,9 +12836,91 @@ dependencies = [
 
 [[package]]
 name = "wit-bindgen"
-version = "0.46.0"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d7249219f66ced02969388cf2bb044a09756a083d0fab1e566056b04d9fbcaa5"
+dependencies = [
+ "wit-bindgen-rust-macro",
+]
+
+[[package]]
+name = "wit-bindgen-core"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ea61de684c3ea68cb082b7a88508a8b27fcc8b797d738bfc99a82facf1d752dc"
+dependencies = [
+ "anyhow",
+ "heck 0.5.0",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-bindgen-rust"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7c566e0f4b284dd6561c786d9cb0142da491f46a9fbed79ea69cdad5db17f21"
+dependencies = [
+ "anyhow",
+ "heck 0.5.0",
+ "indexmap 2.12.1",
+ "prettyplease",
+ "syn 2.0.117",
+ "wasm-metadata",
+ "wit-bindgen-core",
+ "wit-component",
+]
+
+[[package]]
+name = "wit-bindgen-rust-macro"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0c0f9bfd77e6a48eccf51359e3ae77140a7f50b1e2ebfe62422d8afdaffab17a"
+dependencies = [
+ "anyhow",
+ "prettyplease",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+ "wit-bindgen-core",
+ "wit-bindgen-rust",
+]
+
+[[package]]
+name = "wit-component"
+version = "0.244.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
+checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2"
+dependencies = [
+ "anyhow",
+ "bitflags 2.11.0",
+ "indexmap 2.12.1",
+ "log",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "wasm-encoder",
+ "wasm-metadata",
+ "wasmparser",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-parser"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736"
+dependencies = [
+ "anyhow",
+ "id-arena",
+ "indexmap 2.12.1",
+ "log",
+ "semver 1.0.27",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "unicode-xid",
+ "wasmparser",
+]
 
 [[package]]
 name = "writeable"
@@ -12665,16 +12937,6 @@ dependencies = [
  "tap",
 ]
 
-[[package]]
-name = "xattr"
-version = "1.6.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32e45ad4206f6d2479085147f02bc2ef834ac85886624a23575ae137c8aa8156"
-dependencies = [
- "libc",
- "rustix",
-]
-
 [[package]]
 name = "xml-rs"
 version = "0.8.28"
@@ -12750,7 +13012,7 @@ checksum = "2380878cad4ac9aac1e2435f3eb4020e8374b5f13c296cb75b4620ff8e229154"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
  "synstructure",
 ]
 
@@ -12762,28 +13024,28 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
  "synstructure",
 ]
 
 [[package]]
 name = "zerocopy"
-version = "0.8.31"
+version = "0.8.39"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fd74ec98b9250adb3ca554bdde269adf631549f51d8a8f8f0a10b50f1cb298c3"
+checksum = "db6d35d663eadb6c932438e763b262fe1a70987f9ae936e60158176d710cae4a"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.31"
+version = "0.8.39"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d8a8d209fdf45cf5138cbb5a506f6b52522a25afccc534d1475dad8e31105c6a"
+checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12803,7 +13065,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
  "synstructure",
 ]
 
@@ -12824,7 +13086,7 @@ checksum = "85a5b4158499876c763cb03bc4e49185d3cccbabb15b33c627f7884f43db852e"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12857,7 +13119,7 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.111",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -12888,10 +13150,16 @@ dependencies = [
  "flate2",
  "indexmap 2.12.1",
  "memchr",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "zopfli",
 ]
 
+[[package]]
+name = "zmij"
+version = "1.0.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
+
 [[package]]
 name = "zopfli"
 version = "0.8.3"
@@ -12940,9 +13208,9 @@ checksum = "3f423a2c17029964870cfaabb1f13dfab7d092a62a29a89264f4d36990ca414a"
 
 [[package]]
 name = "zune-core"
-version = "0.5.0"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "111f7d9820f05fd715df3144e254d6fc02ee4088b0644c0ffd0efc9e6d9d2773"
+checksum = "cb8a0807f7c01457d0379ba880ba6322660448ddebc890ce29bb64da71fb40f9"
 
 [[package]]
 name = "zune-inflate"
@@ -12964,9 +13232,9 @@ dependencies = [
 
 [[package]]
 name = "zune-jpeg"
-version = "0.5.6"
+version = "0.5.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f520eebad972262a1dde0ec455bce4f8b298b1e5154513de58c114c4c54303e8"
+checksum = "410e9ecef634c709e3831c2cfdb8d9c32164fae1c67496d5b68fff728eec37fe"
 dependencies = [
- "zune-core 0.5.0",
+ "zune-core 0.5.1",
 ]
diff --git a/Cargo.toml b/Cargo.toml
index 5ab564605..e16a7ea51 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -115,7 +115,7 @@ members = [
 resolver = "2"
 
 [workspace.package]
-version = "2.0.4"
+version = "2.0.5"
 edition = "2021"
 rust-version = "1.77"
 license = "MIT"
diff --git a/README.md b/README.md
index c234a8ba4..8c0b26294 100644
--- a/README.md
+++ b/README.md
@@ -113,7 +113,7 @@ Most vector databases are static — they store embeddings and search them. That
 | 44 | **Drop into Postgres** | pgvector-compatible extension with SIMD acceleration |
 | 45 | **MCP integration** | Model Context Protocol server for AI assistant tools |
 | 46 | **Cloud deployment** | One-click deploy to Cloud Run, Kubernetes |
-| 47 | **13 Rust crates + 4 npm packages** | [RVF SDK](./crates/rvf/README.md) published on [crates.io](https://crates.io/crates/rvf-runtime) and [npm](https://www.npmjs.com/package/@ruvector/rvf) |
+| 47 | **22 Rust crates + 4 npm packages** | [RVF SDK](./crates/rvf/README.md) published on [crates.io](https://crates.io/crates/rvf-runtime) and [npm](https://www.npmjs.com/package/@ruvector/rvf) |
 
 **Self-Learning & Adaptation**
 | # | Capability | What It Does |
@@ -238,7 +238,7 @@ npx @ruvector/rvf-mcp-server --transport stdio # MCP server for AI agents
 | DNA-style lineage | Parent/child derivation chains with cryptographic verification |
 | 24 segment types | VEC, INDEX, KERNEL, EBPF, WASM, COW_MAP, WITNESS, CRYPTO, and 16 more |
 
-**Rust crates** (13): [`rvf-types`](https://crates.io/crates/rvf-types) `rvf-wire` `rvf-manifest` `rvf-quant` `rvf-index` `rvf-crypto` [`rvf-runtime`](https://crates.io/crates/rvf-runtime) `rvf-kernel` `rvf-ebpf` `rvf-launch` `rvf-server` `rvf-import` [`rvf-cli`](https://crates.io/crates/rvf-cli)
+**Rust crates** (22): [`rvf-types`](https://crates.io/crates/rvf-types) `rvf-wire` `rvf-manifest` `rvf-quant` `rvf-index` `rvf-crypto` [`rvf-runtime`](https://crates.io/crates/rvf-runtime) `rvf-kernel` `rvf-ebpf` `rvf-launch` `rvf-server` `rvf-import` [`rvf-cli`](https://crates.io/crates/rvf-cli) `rvf-wasm` `rvf-solver-wasm` `rvf-node` + 6 adapters (claude-flow, agentdb, ospipe, agentic-flow, rvlite, sona)
 
 **npm packages** (4): [`@ruvector/rvf`](https://www.npmjs.com/package/@ruvector/rvf) [`@ruvector/rvf-node`](https://www.npmjs.com/package/@ruvector/rvf-node) [`@ruvector/rvf-wasm`](https://www.npmjs.com/package/@ruvector/rvf-wasm) [`@ruvector/rvf-mcp-server`](https://www.npmjs.com/package/@ruvector/rvf-mcp-server)
 
@@ -247,7 +247,7 @@ npx @ruvector/rvf-mcp-server --transport stdio # MCP server for AI agents
 - **ADR-030**: [Cognitive Container Architecture](./docs/adr/ADR-030-rvf-cognitive-container.md)
 - **ADR-031**: [COW Branching & Real Containers](./docs/adr/ADR-031-rvcow-branching-and-real-cognitive-containers.md)
 - **ADR-042**: [Security RVF — AIDefence + TEE](./docs/adr/ADR-042-Security-RVF-AIDefence-TEE.md)
-- **46 runnable examples**: [examples/rvf/examples/](./examples/rvf/examples/)
+- **56 runnable examples**: [examples/rvf/examples/](./examples/rvf/examples/)
 
 </details>
 
@@ -355,7 +355,7 @@ npx ruvector
 | **Self-Learning (GNN)** | ✅ | ❌ | ❌ | ❌ | ❌ |
 | **Runtime Adaptation (SONA)** | ✅ LoRA+EWC++ | ❌ | ❌ | ❌ | ❌ |
 | **AI Agent Routing** | ✅ Tiny Dancer | ❌ | ❌ | ❌ | ❌ |
-| **Attention Mechanisms** | ✅ 40 types | ❌ | ❌ | ❌ | ❌ |
+| **Attention Mechanisms** | ✅ 46 types | ❌ | ❌ | ❌ | ❌ |
 | **Coherence Gate** | ✅ Prime-Radiant | ❌ | ❌ | ❌ | ❌ |
 | **Hyperbolic Embeddings** | ✅ Poincaré+Lorentz | ❌ | ❌ | ❌ | ❌ |
 | **Local Embeddings** | ✅ 8+ models | ❌ | ❌ | ❌ | ❌ |
@@ -518,7 +518,7 @@ npx @ruvector/cli hooks install   # Configure for Claude Code
 
 | Feature | What It Does | Why It Matters |
 |---------|--------------|----------------|
-| **40 Mechanisms** | Dot-product, multi-head, flash, linear, sparse, cross-attention, CGT sheaf | Cover all transformer and GNN use cases |
+| **46 Mechanisms** | Dot-product, multi-head, flash, linear, sparse, cross-attention, CGT sheaf | Cover all transformer and GNN use cases |
 | **Graph Attention** | RoPE, edge-featured, local-global, neighborhood | Purpose-built for graph neural networks |
 | **Hyperbolic Attention** | Poincaré ball operations, curved-space math | Better embeddings for hierarchical data |
 | **SIMD Optimized** | Native Rust with AVX2/NEON acceleration | 2-10x faster than pure JS |
@@ -1187,7 +1187,7 @@ await dag.execute();
 |---------|-------------|---------|-----------|
 | [@ruvector/tiny-dancer](https://www.npmjs.com/package/@ruvector/tiny-dancer) | FastGRNN neural routing | [![npm](https://img.shields.io/npm/v/@ruvector/tiny-dancer.svg)](https://www.npmjs.com/package/@ruvector/tiny-dancer) | [![downloads](https://img.shields.io/npm/dt/@ruvector/tiny-dancer.svg)](https://www.npmjs.com/package/@ruvector/tiny-dancer) |
 | [@ruvector/router](https://www.npmjs.com/package/@ruvector/router) | Semantic router + HNSW | [![npm](https://img.shields.io/npm/v/@ruvector/router.svg)](https://www.npmjs.com/package/@ruvector/router) | [![downloads](https://img.shields.io/npm/dt/@ruvector/router.svg)](https://www.npmjs.com/package/@ruvector/router) |
-| [@ruvector/attention](https://www.npmjs.com/package/@ruvector/attention) | 40+ attention mechanisms | [![npm](https://img.shields.io/npm/v/@ruvector/attention.svg)](https://www.npmjs.com/package/@ruvector/attention) | [![downloads](https://img.shields.io/npm/dt/@ruvector/attention.svg)](https://www.npmjs.com/package/@ruvector/attention) |
+| [@ruvector/attention](https://www.npmjs.com/package/@ruvector/attention) | 46 attention mechanisms | [![npm](https://img.shields.io/npm/v/@ruvector/attention.svg)](https://www.npmjs.com/package/@ruvector/attention) | [![downloads](https://img.shields.io/npm/dt/@ruvector/attention.svg)](https://www.npmjs.com/package/@ruvector/attention) |
 
 #### Learning & Neural
 
@@ -1260,7 +1260,7 @@ await dag.execute();
 | [@ruvector/wasm-unified](https://www.npmjs.com/package/@ruvector/wasm-unified) | Unified TypeScript API | [![npm](https://img.shields.io/npm/v/@ruvector/wasm-unified.svg)](https://www.npmjs.com/package/@ruvector/wasm-unified) | [![downloads](https://img.shields.io/npm/dt/@ruvector/wasm-unified.svg)](https://www.npmjs.com/package/@ruvector/wasm-unified) |
 | [@ruvector/gnn-wasm](https://www.npmjs.com/package/@ruvector/gnn-wasm) | GNN WASM bindings | [![npm](https://img.shields.io/npm/v/@ruvector/gnn-wasm.svg)](https://www.npmjs.com/package/@ruvector/gnn-wasm) | [![downloads](https://img.shields.io/npm/dt/@ruvector/gnn-wasm.svg)](https://www.npmjs.com/package/@ruvector/gnn-wasm) |
 | [@ruvector/attention-wasm](https://www.npmjs.com/package/@ruvector/attention-wasm) | Attention WASM bindings | [![npm](https://img.shields.io/npm/v/@ruvector/attention-wasm.svg)](https://www.npmjs.com/package/@ruvector/attention-wasm) | [![downloads](https://img.shields.io/npm/dt/@ruvector/attention-wasm.svg)](https://www.npmjs.com/package/@ruvector/attention-wasm) |
-| [@ruvector/attention-unified-wasm](https://www.npmjs.com/package/@ruvector/attention-unified-wasm) | All 40+ attention mechanisms | [![npm](https://img.shields.io/npm/v/@ruvector/attention-unified-wasm.svg)](https://www.npmjs.com/package/@ruvector/attention-unified-wasm) | [![downloads](https://img.shields.io/npm/dt/@ruvector/attention-unified-wasm.svg)](https://www.npmjs.com/package/@ruvector/attention-unified-wasm) |
+| [@ruvector/attention-unified-wasm](https://www.npmjs.com/package/@ruvector/attention-unified-wasm) | All 46 attention mechanisms | [![npm](https://img.shields.io/npm/v/@ruvector/attention-unified-wasm.svg)](https://www.npmjs.com/package/@ruvector/attention-unified-wasm) | [![downloads](https://img.shields.io/npm/dt/@ruvector/attention-unified-wasm.svg)](https://www.npmjs.com/package/@ruvector/attention-unified-wasm) |
 | [@ruvector/tiny-dancer-wasm](https://www.npmjs.com/package/@ruvector/tiny-dancer-wasm) | AI routing WASM | [![npm](https://img.shields.io/npm/v/@ruvector/tiny-dancer-wasm.svg)](https://www.npmjs.com/package/@ruvector/tiny-dancer-wasm) | [![downloads](https://img.shields.io/npm/dt/@ruvector/tiny-dancer-wasm.svg)](https://www.npmjs.com/package/@ruvector/tiny-dancer-wasm) |
 | [@ruvector/router-wasm](https://www.npmjs.com/package/@ruvector/router-wasm) | Semantic router WASM | [![npm](https://img.shields.io/npm/v/@ruvector/router-wasm.svg)](https://www.npmjs.com/package/@ruvector/router-wasm) | [![downloads](https://img.shields.io/npm/dt/@ruvector/router-wasm.svg)](https://www.npmjs.com/package/@ruvector/router-wasm) |
 | [@ruvector/learning-wasm](https://www.npmjs.com/package/@ruvector/learning-wasm) | Learning module WASM | [![npm](https://img.shields.io/npm/v/@ruvector/learning-wasm.svg)](https://www.npmjs.com/package/@ruvector/learning-wasm) | [![downloads](https://img.shields.io/npm/dt/@ruvector/learning-wasm.svg)](https://www.npmjs.com/package/@ruvector/learning-wasm) |
@@ -1305,7 +1305,7 @@ All crates are published to [crates.io](https://crates.io) under the `ruvector-*
 
 | Crate | Description | crates.io |
 |-------|-------------|-----------|
-| [ruvector-attention](./crates/ruvector-attention) | 40+ attention mechanisms (Flash, Hyperbolic, MoE, Graph) | [![crates.io](https://img.shields.io/crates/v/ruvector-attention.svg)](https://crates.io/crates/ruvector-attention) |
+| [ruvector-attention](./crates/ruvector-attention) | 46 attention mechanisms (Flash, Hyperbolic, MoE, Graph) | [![crates.io](https://img.shields.io/crates/v/ruvector-attention.svg)](https://crates.io/crates/ruvector-attention) |
 | [ruvector-attention-node](./crates/ruvector-attention-node) | Node.js bindings for attention mechanisms | [![crates.io](https://img.shields.io/crates/v/ruvector-attention-node.svg)](https://crates.io/crates/ruvector-attention-node) |
 | [ruvector-attention-wasm](./crates/ruvector-attention-wasm) | WASM bindings for browser attention | [![crates.io](https://img.shields.io/crates/v/ruvector-attention-wasm.svg)](https://crates.io/crates/ruvector-attention-wasm) |
 | [ruvector-attention-cli](./crates/ruvector-attention-cli) | CLI for attention testing and benchmarking | [![crates.io](https://img.shields.io/crates/v/ruvector-attention-cli.svg)](https://crates.io/crates/ruvector-attention-cli) |
diff --git a/crates/ruvector-attention-unified-wasm/src/graph.rs b/crates/ruvector-attention-unified-wasm/src/graph.rs
index ff091c566..50f1ab85b 100644
--- a/crates/ruvector-attention-unified-wasm/src/graph.rs
+++ b/crates/ruvector-attention-unified-wasm/src/graph.rs
@@ -43,14 +43,10 @@ impl WasmGNNLayer {
         heads: usize,
         dropout: f32,
     ) -> Result<WasmGNNLayer, JsError> {
-        if dropout < 0.0 || dropout > 1.0 {
-            return Err(JsError::new("Dropout must be between 0.0 and 1.0"));
-        }
+        let inner = RuvectorLayer::new(input_dim, hidden_dim, heads, dropout)
+            .map_err(|e| JsError::new(&e.to_string()))?;
 
-        Ok(WasmGNNLayer {
-            inner: RuvectorLayer::new(input_dim, hidden_dim, heads, dropout),
-            hidden_dim,
-        })
+        Ok(WasmGNNLayer { inner, hidden_dim })
     }
 
     /// Forward pass through the GNN layer
@@ -378,6 +374,12 @@ mod tests {
         assert!(layer.is_err());
     }
 
+    #[wasm_bindgen_test]
+    fn test_gnn_layer_invalid_heads() {
+        let layer = WasmGNNLayer::new(4, 7, 3, 0.1);
+        assert!(layer.is_err());
+    }
+
     #[wasm_bindgen_test]
     fn test_tensor_compress_creation() {
         let compressor = WasmTensorCompress::new();
diff --git a/crates/ruvector-cli/src/mcp/gnn_cache.rs b/crates/ruvector-cli/src/mcp/gnn_cache.rs
index c9b933dfd..5313f0411 100644
--- a/crates/ruvector-cli/src/mcp/gnn_cache.rs
+++ b/crates/ruvector-cli/src/mcp/gnn_cache.rs
@@ -189,7 +189,8 @@ impl GnnCache {
         }
 
         // Create new layer
-        let layer = RuvectorLayer::new(input_dim, hidden_dim, heads, dropout);
+        let layer = RuvectorLayer::new(input_dim, hidden_dim, heads, dropout)
+            .expect("GNN layer cache: invalid layer configuration");
 
         // Cache it
         {
diff --git a/crates/ruvector-cli/tests/gnn_performance_test.rs b/crates/ruvector-cli/tests/gnn_performance_test.rs
index 4e8413bea..cb8ae24bb 100644
--- a/crates/ruvector-cli/tests/gnn_performance_test.rs
+++ b/crates/ruvector-cli/tests/gnn_performance_test.rs
@@ -25,7 +25,7 @@ mod gnn_cache_tests {
     #[test]
     fn test_layer_creation_latency() {
         let start = Instant::now();
-        let _layer = RuvectorLayer::new(128, 256, 4, 0.1);
+        let _layer = RuvectorLayer::new(128, 256, 4, 0.1).unwrap();
         let elapsed = start.elapsed();
 
         // Layer creation: 100ms in release, ~2000ms in debug
@@ -48,7 +48,7 @@ mod gnn_cache_tests {
     /// Test that forward pass has acceptable latency
     #[test]
     fn test_forward_pass_latency() {
-        let layer = RuvectorLayer::new(128, 256, 4, 0.1);
+        let layer = RuvectorLayer::new(128, 256, 4, 0.1).unwrap();
         let node = vec![0.5f32; 128];
         let neighbors = vec![vec![0.3f32; 128], vec![0.7f32; 128]];
         let weights = vec![0.5f32, 0.5f32];
@@ -83,7 +83,7 @@ mod gnn_cache_tests {
     /// Test batch operations performance
     #[test]
     fn test_batch_operations_performance() {
-        let layer = RuvectorLayer::new(64, 128, 2, 0.1);
+        let layer = RuvectorLayer::new(64, 128, 2, 0.1).unwrap();
 
         // Create batch of operations
         let batch_size = 100;
@@ -139,7 +139,7 @@ mod gnn_cache_tests {
         for (input, hidden, heads) in sizes {
             // Measure creation
             let start = Instant::now();
-            let layer = RuvectorLayer::new(input, hidden, heads, 0.1);
+            let layer = RuvectorLayer::new(input, hidden, heads, 0.1).unwrap();
             let create_ms = start.elapsed().as_secs_f64() * 1000.0;
 
             // Measure forward
@@ -216,7 +216,7 @@ mod gnn_cache_integration {
 
         // First: measure time including layer creation
         let start_cold = Instant::now();
-        let layer = RuvectorLayer::new(128, 256, 4, 0.1);
+        let layer = RuvectorLayer::new(128, 256, 4, 0.1).unwrap();
         let node = vec![0.5f32; 128];
         let neighbors = vec![vec![0.3f32; 128], vec![0.7f32; 128]];
         let weights = vec![0.5f32, 0.5f32];
@@ -262,7 +262,7 @@ mod gnn_cache_integration {
 
         // Create layer once
         let start = Instant::now();
-        let layer = RuvectorLayer::new(64, 128, 2, 0.1);
+        let layer = RuvectorLayer::new(64, 128, 2, 0.1).unwrap();
         let creation_time = start.elapsed();
 
         let node = vec![0.5f32; 64];
diff --git a/crates/ruvector-crv/src/stage_iii.rs b/crates/ruvector-crv/src/stage_iii.rs
index 4dd906089..d0dfcd0f8 100644
--- a/crates/ruvector-crv/src/stage_iii.rs
+++ b/crates/ruvector-crv/src/stage_iii.rs
@@ -31,7 +31,9 @@ impl StageIIIEncoder {
     pub fn new(config: &CrvConfig) -> Self {
         let dim = config.dimensions;
         // Single GNN layer: input_dim -> hidden_dim, 1 head
-        let gnn_layer = RuvectorLayer::new(dim, dim, 1, 0.0);
+        // heads=1 always divides any dim, and dropout=0.0 is always valid
+        let gnn_layer = RuvectorLayer::new(dim, dim, 1, 0.0)
+            .expect("dim is always divisible by 1 head");
 
         Self { dim, gnn_layer }
     }
diff --git a/crates/ruvector-gnn-node/npm/darwin-arm64/package.json b/crates/ruvector-gnn-node/npm/darwin-arm64/package.json
index 0be7205fa..90815a495 100644
--- a/crates/ruvector-gnn-node/npm/darwin-arm64/package.json
+++ b/crates/ruvector-gnn-node/npm/darwin-arm64/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn-darwin-arm64",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "os": [
     "darwin"
   ],
diff --git a/crates/ruvector-gnn-node/npm/darwin-x64/package.json b/crates/ruvector-gnn-node/npm/darwin-x64/package.json
index 3f1a3e23b..08dc6ccee 100644
--- a/crates/ruvector-gnn-node/npm/darwin-x64/package.json
+++ b/crates/ruvector-gnn-node/npm/darwin-x64/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn-darwin-x64",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "os": [
     "darwin"
   ],
diff --git a/crates/ruvector-gnn-node/npm/linux-arm64-gnu/package.json b/crates/ruvector-gnn-node/npm/linux-arm64-gnu/package.json
index 4e9e1bb07..6f80525ad 100644
--- a/crates/ruvector-gnn-node/npm/linux-arm64-gnu/package.json
+++ b/crates/ruvector-gnn-node/npm/linux-arm64-gnu/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn-linux-arm64-gnu",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "os": [
     "linux"
   ],
diff --git a/crates/ruvector-gnn-node/npm/linux-arm64-musl/package.json b/crates/ruvector-gnn-node/npm/linux-arm64-musl/package.json
index 664314fad..7fdc9bd54 100644
--- a/crates/ruvector-gnn-node/npm/linux-arm64-musl/package.json
+++ b/crates/ruvector-gnn-node/npm/linux-arm64-musl/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn-linux-arm64-musl",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "os": [
     "linux"
   ],
diff --git a/crates/ruvector-gnn-node/npm/linux-x64-gnu/package.json b/crates/ruvector-gnn-node/npm/linux-x64-gnu/package.json
index c7470e026..4e609bea5 100644
--- a/crates/ruvector-gnn-node/npm/linux-x64-gnu/package.json
+++ b/crates/ruvector-gnn-node/npm/linux-x64-gnu/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn-linux-x64-gnu",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "os": [
     "linux"
   ],
diff --git a/crates/ruvector-gnn-node/npm/linux-x64-musl/package.json b/crates/ruvector-gnn-node/npm/linux-x64-musl/package.json
index dd5a6528a..3221bd169 100644
--- a/crates/ruvector-gnn-node/npm/linux-x64-musl/package.json
+++ b/crates/ruvector-gnn-node/npm/linux-x64-musl/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn-linux-x64-musl",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "os": [
     "linux"
   ],
diff --git a/crates/ruvector-gnn-node/npm/win32-x64-msvc/package.json b/crates/ruvector-gnn-node/npm/win32-x64-msvc/package.json
index 6872614b1..32196571a 100644
--- a/crates/ruvector-gnn-node/npm/win32-x64-msvc/package.json
+++ b/crates/ruvector-gnn-node/npm/win32-x64-msvc/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn-win32-x64-msvc",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "os": [
     "win32"
   ],
diff --git a/crates/ruvector-gnn-node/package.json b/crates/ruvector-gnn-node/package.json
index 438bf8f28..b1df4e9b7 100644
--- a/crates/ruvector-gnn-node/package.json
+++ b/crates/ruvector-gnn-node/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@ruvector/gnn",
-  "version": "0.1.24",
+  "version": "0.1.25",
   "description": "Graph Neural Network capabilities for Ruvector - Node.js bindings",
   "main": "index.js",
   "types": "index.d.ts",
@@ -53,12 +53,12 @@
     "access": "public"
   },
   "optionalDependencies": {
-    "@ruvector/gnn-win32-x64-msvc": "0.1.24",
-    "@ruvector/gnn-darwin-x64": "0.1.24",
-    "@ruvector/gnn-linux-x64-gnu": "0.1.24",
-    "@ruvector/gnn-linux-x64-musl": "0.1.24",
-    "@ruvector/gnn-linux-arm64-gnu": "0.1.24",
-    "@ruvector/gnn-linux-arm64-musl": "0.1.24",
-    "@ruvector/gnn-darwin-arm64": "0.1.24"
+    "@ruvector/gnn-linux-x64-gnu": "0.1.25",
+    "@ruvector/gnn-linux-x64-musl": "0.1.25",
+    "@ruvector/gnn-linux-arm64-gnu": "0.1.25",
+    "@ruvector/gnn-linux-arm64-musl": "0.1.25",
+    "@ruvector/gnn-darwin-x64": "0.1.25",
+    "@ruvector/gnn-darwin-arm64": "0.1.25",
+    "@ruvector/gnn-win32-x64-msvc": "0.1.25"
   }
 }
\ No newline at end of file
diff --git a/crates/ruvector-gnn-node/src/lib.rs b/crates/ruvector-gnn-node/src/lib.rs
index 97577e141..647c337fa 100644
--- a/crates/ruvector-gnn-node/src/lib.rs
+++ b/crates/ruvector-gnn-node/src/lib.rs
@@ -44,21 +44,15 @@ impl RuvectorLayer {
     /// ```
     #[napi(constructor)]
     pub fn new(input_dim: u32, hidden_dim: u32, heads: u32, dropout: f64) -> Result<Self> {
-        if dropout < 0.0 || dropout > 1.0 {
-            return Err(Error::new(
-                Status::InvalidArg,
-                "Dropout must be between 0.0 and 1.0".to_string(),
-            ));
-        }
+        let inner = RustRuvectorLayer::new(
+            input_dim as usize,
+            hidden_dim as usize,
+            heads as usize,
+            dropout as f32,
+        )
+        .map_err(|e| Error::new(Status::InvalidArg, e.to_string()))?;
 
-        Ok(Self {
-            inner: RustRuvectorLayer::new(
-                input_dim as usize,
-                hidden_dim as usize,
-                heads as usize,
-                dropout as f32,
-            ),
-        })
+        Ok(Self { inner })
     }
 
     /// Forward pass through the GNN layer
diff --git a/crates/ruvector-gnn-wasm/src/lib.rs b/crates/ruvector-gnn-wasm/src/lib.rs
index 2bf7c9dc3..6fad92a4a 100644
--- a/crates/ruvector-gnn-wasm/src/lib.rs
+++ b/crates/ruvector-gnn-wasm/src/lib.rs
@@ -81,14 +81,10 @@ impl JsRuvectorLayer {
         heads: usize,
         dropout: f32,
     ) -> Result<JsRuvectorLayer, JsValue> {
-        if dropout < 0.0 || dropout > 1.0 {
-            return Err(JsValue::from_str("Dropout must be between 0.0 and 1.0"));
-        }
+        let inner = RuvectorLayer::new(input_dim, hidden_dim, heads, dropout)
+            .map_err(|e| JsValue::from_str(&e.to_string()))?;
 
-        Ok(JsRuvectorLayer {
-            inner: RuvectorLayer::new(input_dim, hidden_dim, heads, dropout),
-            hidden_dim,
-        })
+        Ok(JsRuvectorLayer { inner, hidden_dim })
     }
 
     /// Forward pass through the GNN layer
diff --git a/crates/ruvector-gnn/src/layer.rs b/crates/ruvector-gnn/src/layer.rs
index fa7db02a1..61afb4cbb 100644
--- a/crates/ruvector-gnn/src/layer.rs
+++ b/crates/ruvector-gnn/src/layer.rs
@@ -3,6 +3,7 @@
 //! This module implements graph neural network layers that operate on HNSW graph structure,
 //! including attention mechanisms, normalization, and gated recurrent updates.
 
+use crate::error::GnnError;
 use ndarray::{Array1, Array2, ArrayView1};
 use rand::Rng;
 use rand_distr::{Distribution, Normal};
@@ -93,22 +94,27 @@ pub struct MultiHeadAttention {
 
 impl MultiHeadAttention {
     /// Create a new multi-head attention layer
-    pub fn new(embed_dim: usize, num_heads: usize) -> Self {
-        assert!(
-            embed_dim % num_heads == 0,
-            "Embedding dimension must be divisible by number of heads"
-        );
+    ///
+    /// # Errors
+    /// Returns `GnnError::LayerConfig` if `embed_dim` is not divisible by `num_heads`.
+    pub fn new(embed_dim: usize, num_heads: usize) -> Result<Self, GnnError> {
+        if embed_dim % num_heads != 0 {
+            return Err(GnnError::layer_config(format!(
+                "Embedding dimension ({}) must be divisible by number of heads ({})",
+                embed_dim, num_heads
+            )));
+        }
 
         let head_dim = embed_dim / num_heads;
 
-        Self {
+        Ok(Self {
             num_heads,
             head_dim,
             q_linear: Linear::new(embed_dim, embed_dim),
             k_linear: Linear::new(embed_dim, embed_dim),
             v_linear: Linear::new(embed_dim, embed_dim),
             out_linear: Linear::new(embed_dim, embed_dim),
-        }
+        })
     }
 
     /// Forward pass: compute multi-head attention
@@ -334,20 +340,31 @@ impl RuvectorLayer {
     /// * `hidden_dim` - Dimension of hidden representations
     /// * `heads` - Number of attention heads
     /// * `dropout` - Dropout rate (0.0 to 1.0)
-    pub fn new(input_dim: usize, hidden_dim: usize, heads: usize, dropout: f32) -> Self {
-        assert!(
-            dropout >= 0.0 && dropout <= 1.0,
-            "Dropout must be between 0.0 and 1.0"
-        );
+    ///
+    /// # Errors
+    /// Returns `GnnError::LayerConfig` if `dropout` is outside `[0.0, 1.0]` or
+    /// if `hidden_dim` is not divisible by `heads`.
+    pub fn new(
+        input_dim: usize,
+        hidden_dim: usize,
+        heads: usize,
+        dropout: f32,
+    ) -> Result<Self, GnnError> {
+        if !(0.0..=1.0).contains(&dropout) {
+            return Err(GnnError::layer_config(format!(
+                "Dropout must be between 0.0 and 1.0, got {}",
+                dropout
+            )));
+        }
 
-        Self {
+        Ok(Self {
             w_msg: Linear::new(input_dim, hidden_dim),
             w_agg: Linear::new(hidden_dim, hidden_dim),
             w_update: GRUCell::new(hidden_dim, hidden_dim),
-            attention: MultiHeadAttention::new(hidden_dim, heads),
+            attention: MultiHeadAttention::new(hidden_dim, heads)?,
             norm: LayerNorm::new(hidden_dim, 1e-5),
             dropout,
-        }
+        })
     }
 
     /// Forward pass through the GNN layer
@@ -464,7 +481,7 @@ mod tests {
 
     #[test]
     fn test_multihead_attention() {
-        let attention = MultiHeadAttention::new(8, 2);
+        let attention = MultiHeadAttention::new(8, 2).unwrap();
         let query = vec![0.5; 8];
         let keys = vec![vec![0.3; 8], vec![0.7; 8]];
         let values = vec![vec![0.2; 8], vec![0.8; 8]];
@@ -473,6 +490,14 @@ mod tests {
         assert_eq!(output.len(), 8);
     }
 
+    #[test]
+    fn test_multihead_attention_invalid_dims() {
+        let result = MultiHeadAttention::new(10, 3);
+        assert!(result.is_err());
+        let err = result.unwrap_err().to_string();
+        assert!(err.contains("divisible"));
+    }
+
     #[test]
     fn test_gru_cell() {
         let gru = GRUCell::new(4, 8);
@@ -485,7 +510,7 @@ mod tests {
 
     #[test]
     fn test_ruvector_layer() {
-        let layer = RuvectorLayer::new(4, 8, 2, 0.1);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.1).unwrap();
 
         let node = vec![1.0, 2.0, 3.0, 4.0];
         let neighbors = vec![vec![0.5, 1.0, 1.5, 2.0], vec![2.0, 3.0, 4.0, 5.0]];
@@ -497,7 +522,7 @@ mod tests {
 
     #[test]
     fn test_ruvector_layer_no_neighbors() {
-        let layer = RuvectorLayer::new(4, 8, 2, 0.1);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.1).unwrap();
 
         let node = vec![1.0, 2.0, 3.0, 4.0];
         let neighbors: Vec<Vec<f32>> = vec![];
@@ -506,4 +531,16 @@ mod tests {
         let output = layer.forward(&node, &neighbors, &weights);
         assert_eq!(output.len(), 8);
     }
+
+    #[test]
+    fn test_ruvector_layer_invalid_dropout() {
+        let result = RuvectorLayer::new(4, 8, 2, 1.5);
+        assert!(result.is_err());
+    }
+
+    #[test]
+    fn test_ruvector_layer_invalid_heads() {
+        let result = RuvectorLayer::new(4, 7, 3, 0.1);
+        assert!(result.is_err());
+    }
 }
diff --git a/crates/ruvector-gnn/src/mmap.rs b/crates/ruvector-gnn/src/mmap.rs
index 38582bf02..559a58a59 100644
--- a/crates/ruvector-gnn/src/mmap.rs
+++ b/crates/ruvector-gnn/src/mmap.rs
@@ -883,9 +883,9 @@ mod tests {
 
         let accumulator = MmapGradientAccumulator::new(&path, 128, 100).unwrap();
 
-        assert_eq!(accumulator.grad_offset(0), 0);
-        assert_eq!(accumulator.grad_offset(1), 128 * 4); // 128 floats * 4 bytes
-        assert_eq!(accumulator.grad_offset(5), 128 * 4 * 5);
+        assert_eq!(accumulator.grad_offset(0), Some(0));
+        assert_eq!(accumulator.grad_offset(1), Some(128 * 4)); // 128 floats * 4 bytes
+        assert_eq!(accumulator.grad_offset(5), Some(128 * 4 * 5));
     }
 
     #[test]
diff --git a/crates/ruvector-gnn/src/search.rs b/crates/ruvector-gnn/src/search.rs
index 00bbfde74..71239355c 100644
--- a/crates/ruvector-gnn/src/search.rs
+++ b/crates/ruvector-gnn/src/search.rs
@@ -237,7 +237,7 @@ mod tests {
 
         // Single GNN layer that maintains dimension
         let gnn_layers = vec![
-            RuvectorLayer::new(2, 2, 1, 0.0), // input_dim, hidden_dim, heads, dropout
+            RuvectorLayer::new(2, 2, 1, 0.0).unwrap(), // input_dim, hidden_dim, heads, dropout
         ];
 
         let result = hierarchical_forward(&query, &layer_embeddings, &gnn_layers);
diff --git a/crates/ruvector-graph-transformer/src/verified_training.rs b/crates/ruvector-graph-transformer/src/verified_training.rs
index 19620719c..8d9e8afff 100644
--- a/crates/ruvector-graph-transformer/src/verified_training.rs
+++ b/crates/ruvector-graph-transformer/src/verified_training.rs
@@ -959,7 +959,7 @@ mod tests {
             },
         ];
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.1);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.1).unwrap();
         let (features, neighbors, weights, targets) = test_data();
 
         for step_num in 1..=10 {
@@ -1015,7 +1015,7 @@ mod tests {
         }];
 
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.1);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.1).unwrap();
 
         // Use features that produce large gradients
         let features = vec![vec![10.0, 10.0, 10.0, 10.0]];
@@ -1061,7 +1061,7 @@ mod tests {
         }];
 
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.0);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.0).unwrap();
 
         let features = vec![vec![1.0, 2.0, 3.0, 4.0]];
         let neighbors = vec![vec![vec![0.5, 1.0, 1.5, 2.0]]];
@@ -1111,7 +1111,7 @@ mod tests {
         }];
 
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.0);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.0).unwrap();
         let (features, neighbors, weights_data, targets) = test_data();
 
         // Run 3 steps
@@ -1188,7 +1188,7 @@ mod tests {
         }];
 
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.0);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.0).unwrap();
         let (features, neighbors, weights_data, targets) = test_data();
 
         let result = trainer
@@ -1310,7 +1310,7 @@ mod tests {
             rollback_strategy: RollbackStrategy::DeltaApply,
         }];
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.0);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.0).unwrap();
         let (features, neighbors, weights, targets) = test_data();
 
         let _ = trainer.train_step(&features, &neighbors, &weights, &targets, &layer);
@@ -1342,7 +1342,7 @@ mod tests {
         }];
 
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.0);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.0).unwrap();
         let (features, neighbors, weights, targets) = test_data();
 
         // During warmup (steps 0..4), violations should NOT block commit
@@ -1390,7 +1390,7 @@ mod tests {
         ];
 
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
-        let layer = RuvectorLayer::new(4, 8, 2, 0.1);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.1).unwrap();
         let (features, neighbors, weights, targets) = test_data();
 
         let result = trainer
diff --git a/crates/ruvector-graph-transformer/tests/integration.rs b/crates/ruvector-graph-transformer/tests/integration.rs
index 6effbb6de..f28c25cc6 100644
--- a/crates/ruvector-graph-transformer/tests/integration.rs
+++ b/crates/ruvector-graph-transformer/tests/integration.rs
@@ -342,7 +342,7 @@ mod verified_training_tests {
         ];
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
 
-        let layer = RuvectorLayer::new(4, 8, 2, 0.0);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.0).unwrap();
         let features = vec![vec![1.0, 0.0, 0.0, 0.0]];
         let neighbors = vec![vec![]];
         let weights = vec![vec![]];
@@ -373,7 +373,7 @@ mod verified_training_tests {
         ];
         let mut trainer = VerifiedTrainer::new(4, 8, config, invariants);
 
-        let layer = RuvectorLayer::new(4, 8, 2, 0.0);
+        let layer = RuvectorLayer::new(4, 8, 2, 0.0).unwrap();
 
         for _ in 0..3 {
             let result = trainer.train_step(
diff --git a/docs/README.md b/docs/README.md
index 033490334..e92f851d7 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -140,4 +140,4 @@ docs/
 
 ---
 
-**Last Updated**: 2026-01-21 | **Version**: 0.1.29 | **Status**: Production Ready
+**Last Updated**: 2026-02-26 | **Version**: 2.0.4 (core) / 0.1.100 (npm) | **Status**: Production Ready
diff --git a/docs/guides/ADVANCED_FEATURES.md b/docs/guides/ADVANCED_FEATURES.md
index 689d98393..fe943c20a 100644
--- a/docs/guides/ADVANCED_FEATURES.md
+++ b/docs/guides/ADVANCED_FEATURES.md
@@ -10,6 +10,14 @@ This guide covers advanced features of Ruvector including hybrid search, filtere
 4. [Product Quantization](#product-quantization)
 5. [Conformal Prediction](#conformal-prediction)
 6. [Performance Optimization](#performance-optimization)
+7. [Collection Management](#collection-management)
+8. [Additional VectorDB Operations](#additional-vectordb-operations)
+9. [Server REST API](#server-rest-api)
+10. [Advanced Filter Expressions](#advanced-filter-expressions)
+11. [Graph Database](#graph-database)
+12. [Metrics & Health Monitoring](#metrics--health-monitoring)
+13. [RVF Format Capabilities](#rvf-format-capabilities)
+14. [Additional Crates](#additional-crates)
 
 ## Hybrid Search
 
@@ -224,10 +232,10 @@ use ruvector_core::{EnhancedPQ, PQConfig};
 fn product_quantization_example() -> Result<(), Box<dyn std::error::Error>> {
     let mut options = DbOptions::default();
     options.dimensions = 128;
-    options.quantization = QuantizationConfig::Product {
+    options.quantization = Some(QuantizationConfig::Product {
         subspaces: 16,  // Split into 16 subvectors of 8D each
         k: 256,         // 256 centroids per subspace
-    };
+    });
 
     let db = VectorDB::new(options)?;
 
@@ -360,7 +368,7 @@ cargo build --release -vv | grep target-cpu
 
 ```rust
 let mut options = DbOptions::default();
-options.mmap_vectors = true;  // Enable memory mapping
+// options.mmap_vectors = true;  // Enable memory mapping (if supported by storage backend)
 
 let db = VectorDB::new(options)?;
 ```
@@ -408,26 +416,26 @@ let results: Vec<Vec<SearchResult>> = queries
 
 ```rust
 // For speed (lower recall)
-options.hnsw.ef_search = 50;
+options.hnsw_config.as_mut().unwrap().ef_search = 50;
 
 // For accuracy (slower)
-options.hnsw.ef_search = 500;
+options.hnsw_config.as_mut().unwrap().ef_search = 500;
 
 // Balanced (recommended)
-options.hnsw.ef_search = 100;
+options.hnsw_config.as_mut().unwrap().ef_search = 100;
 ```
 
 ### 6. Quantization
 
 ```rust
 // 4x compression, 97-99% recall
-options.quantization = QuantizationConfig::Scalar;
+options.quantization = Some(QuantizationConfig::Scalar);
 
 // 16x compression, 90-95% recall
-options.quantization = QuantizationConfig::Product {
+options.quantization = Some(QuantizationConfig::Product {
     subspaces: 16,
     k: 256,
-};
+});
 ```
 
 ### 7. Distance Metric Selection
@@ -463,18 +471,17 @@ fn advanced_demo() -> Result<(), Box<dyn std::error::Error>> {
     let mut options = DbOptions::default();
     options.dimensions = 384;
     options.storage_path = "./advanced_db.db".to_string();
-    options.hnsw = HnswConfig {
+    options.hnsw_config = Some(HnswConfig {
         m: 64,
         ef_construction: 400,
         ef_search: 200,
         max_elements: 10_000_000,
-    };
+    });
     options.distance_metric = DistanceMetric::Cosine;
-    options.quantization = QuantizationConfig::Product {
+    options.quantization = Some(QuantizationConfig::Product {
         subspaces: 16,
         k: 256,
-    };
-    options.mmap_vectors = true;
+    });
 
     let db = VectorDB::new(options)?;
 
@@ -528,6 +535,294 @@ fn advanced_demo() -> Result<(), Box<dyn std::error::Error>> {
 }
 ```
 
+## Collection Management
+
+Organize vectors into named collections with alias support.
+
+### Rust
+
+```rust
+use ruvector_collections::CollectionManager;
+
+let manager = CollectionManager::new("./data")?;
+
+// Create collections
+manager.create_collection("products", CollectionConfig {
+    dimensions: 384,
+    distance_metric: "cosine".into(),
+    ..Default::default()
+})?;
+
+// List, delete, stats
+let names = manager.list_collections()?;
+let stats = manager.collection_stats("products")?;
+println!("Vectors: {}, Size: {} bytes", stats.vectors_count, stats.disk_size_bytes);
+
+// Aliases — point multiple names at one collection
+manager.create_alias("shop", "products")?;
+manager.list_aliases()?;  // [("shop", "products")]
+manager.delete_alias("shop")?;
+```
+
+### Node.js
+
+```javascript
+const { CollectionManager } = require('ruvector');
+
+const mgr = new CollectionManager('./data');
+
+mgr.createCollection('products', { dimensions: 384, distanceMetric: 'Cosine' });
+const collections = mgr.listCollections();
+const stats = mgr.getStats('products');
+console.log(`Vectors: ${stats.vectorsCount}, RAM: ${stats.ramSizeBytes}`);
+
+mgr.createAlias('shop', 'products');
+mgr.listAliases();
+mgr.deleteAlias('shop');
+```
+
+## Additional VectorDB Operations
+
+Beyond `insert`, `search`, and `insert_batch`, the Node.js bindings expose:
+
+```javascript
+const { VectorDB } = require('ruvector');
+const db = new VectorDB({ dimensions: 128, storagePath: './db' });
+
+// Retrieve a single vector
+const entry = db.get('vec_0001');
+
+// Delete a vector
+db.delete('vec_0001');
+
+// Count vectors
+const count = db.len();
+const empty = db.isEmpty();
+```
+
+## Server REST API
+
+`ruvector-server` exposes an Axum-based HTTP API for remote access.
+
+### Endpoints
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `POST` | `/collections` | Create a collection |
+| `GET` | `/collections` | List all collections |
+| `GET` | `/collections/:name` | Get collection info |
+| `DELETE` | `/collections/:name` | Delete a collection |
+| `PUT` | `/collections/:name/points` | Upsert vectors |
+| `POST` | `/collections/:name/points/search` | Search (with optional `score_threshold`) |
+| `GET` | `/collections/:name/points/:id` | Retrieve a point by ID |
+| `GET` | `/health` | Health check |
+| `GET` | `/ready` | Readiness probe |
+
+### Example — cURL
+
+```bash
+# Create a collection
+curl -X POST http://localhost:8080/collections \
+  -H 'Content-Type: application/json' \
+  -d '{"name": "docs", "dimensions": 384, "distanceMetric": "cosine"}'
+
+# Upsert vectors
+curl -X PUT http://localhost:8080/collections/docs/points \
+  -H 'Content-Type: application/json' \
+  -d '{"points": [{"id": "doc_1", "vector": [0.1, ...], "metadata": {"title": "Hello"}}]}'
+
+# Search
+curl -X POST http://localhost:8080/collections/docs/points/search \
+  -H 'Content-Type: application/json' \
+  -d '{"vector": [0.1, ...], "k": 10, "scoreThreshold": 0.8}'
+```
+
+## Advanced Filter Expressions
+
+`ruvector-filter` supports rich filter expressions beyond simple equality.
+
+### Available Operators
+
+| Operator | Description | Example |
+|----------|-------------|---------|
+| `eq` | Equality | `FilterExpression::eq("status", "active")` |
+| `ne` | Not equal | `FilterExpression::ne("status", "deleted")` |
+| `gt`, `gte` | Greater than (or equal) | `FilterExpression::gte("score", 0.8)` |
+| `lt`, `lte` | Less than (or equal) | `FilterExpression::lt("price", 100)` |
+| `in_values` | Set membership | `FilterExpression::in_values("tag", vec!["a","b"])` |
+| `match_text` | Text search | `FilterExpression::match_text("content", "rust")` |
+| `geo_radius` | Geospatial radius | `FilterExpression::geo_radius("location", 37.7, -122.4, 5000.0)` |
+| `and`, `or` | Boolean combinators | `FilterExpression::and(vec![f1, f2])` |
+| `not` | Negation | `FilterExpression::not(expr)` |
+
+### Payload Indexing
+
+Create field indices for fast filtered search:
+
+```rust
+use ruvector_filter::{PayloadIndexManager, IndexType};
+
+let mut index_mgr = PayloadIndexManager::new();
+index_mgr.create_index("category", IndexType::Keyword)?;
+index_mgr.create_index("price", IndexType::Float)?;
+index_mgr.create_index("location", IndexType::Geo)?;
+index_mgr.create_index("description", IndexType::Text)?;
+
+// Index a payload
+index_mgr.index_payload("doc_1", &json!({
+    "category": "electronics",
+    "price": 299.99,
+    "location": {"lat": 37.7749, "lon": -122.4194},
+    "description": "High-performance vector database"
+}))?;
+```
+
+### Node.js
+
+```javascript
+const results = await db.search({
+    vector: queryVec,
+    k: 10,
+    filter: {
+        and: [
+            { field: 'category', op: 'eq', value: 'electronics' },
+            { field: 'price', op: 'lte', value: 500 }
+        ]
+    }
+});
+```
+
+## Graph Database
+
+`ruvector-graph` provides a full property graph database with Cypher query support.
+
+### CLI
+
+```bash
+# Create a graph database
+ruvector graph create --db ./graph.db --dimensions 128
+
+# Run Cypher queries
+ruvector graph query --db ./graph.db \
+  --query "CREATE (n:Person {name: 'Alice', age: 30})"
+
+ruvector graph query --db ./graph.db \
+  --query "MATCH (n:Person) WHERE n.age > 25 RETURN n.name, n.age"
+
+# Interactive shell
+ruvector graph shell --db ./graph.db
+
+# Start graph server
+ruvector graph serve --db ./graph.db --port 8081
+```
+
+### Rust API
+
+```rust
+use ruvector_graph::{GraphDB, NodeBuilder, EdgeBuilder};
+
+let db = GraphDB::new("./graph.db")?;
+
+// Create nodes
+let alice = NodeBuilder::new("Person")
+    .property("name", "Alice")
+    .property("age", 30)
+    .build();
+let bob = NodeBuilder::new("Person")
+    .property("name", "Bob")
+    .build();
+
+let alice_id = db.insert_node(alice)?;
+let bob_id = db.insert_node(bob)?;
+
+// Create edges
+let edge = EdgeBuilder::new("KNOWS", alice_id, bob_id)
+    .property("since", 2024)
+    .build();
+db.insert_edge(edge)?;
+
+// Cypher queries
+let results = db.execute_cypher("MATCH (a:Person)-[:KNOWS]->(b) RETURN a.name, b.name")?;
+```
+
+### Hybrid Vector + Graph
+
+```rust
+use ruvector_graph::HybridIndex;
+
+// Combine vector similarity with graph traversal
+let hybrid = HybridIndex::new(&graph_db, &vector_db)?;
+let results = hybrid.semantic_search(query_vector, 10)?;
+```
+
+## Metrics & Health Monitoring
+
+`ruvector-metrics` provides Prometheus-compatible metrics.
+
+### Exposed Metrics
+
+| Metric | Type | Description |
+|--------|------|-------------|
+| `ruvector_search_requests_total` | Counter | Searches by collection/status |
+| `ruvector_search_latency_seconds` | Histogram | Search latency |
+| `ruvector_insert_requests_total` | Counter | Inserts by collection |
+| `ruvector_insert_latency_seconds` | Histogram | Insert latency |
+| `ruvector_vectors_total` | Gauge | Total vectors per collection |
+| `ruvector_collections_total` | Gauge | Number of collections |
+| `ruvector_memory_usage_bytes` | Gauge | Memory utilization |
+| `ruvector_uptime_seconds` | Gauge | Server uptime |
+
+### Node.js
+
+```javascript
+const metrics = db.getMetrics();   // Prometheus text format
+const health = db.getHealth();     // { status, uptime, ... }
+```
+
+## RVF Format Capabilities
+
+The RVF binary format (via `rvf-runtime`) provides capabilities beyond basic vector storage. See [`examples/rvf/`](../../examples/rvf/) for complete working examples.
+
+### Key Capabilities
+
+| Feature | API | Description |
+|---------|-----|-------------|
+| Quality envelopes | `query_with_envelope()` | Response quality, HNSW vs safety-net stats, budget tracking |
+| Audited queries | `query_audited()` | Auto-appends witness entry per search for compliance |
+| Membership filters | `MembershipFilter` | Bitmap-based tenant isolation (include/exclude modes) |
+| DoS hardening | `BudgetTokenBucket`, `NegativeCache`, `ProofOfWork` | Three-layer defense |
+| Adversarial detection | `is_degenerate_distribution()`, `centroid_distance_cv()` | Detects uniform attack vectors |
+| WASM embedding | `embed_wasm()` / `extract_wasm()` | Self-bootstrapping query engine |
+| Kernel embedding | `embed_kernel()` / `extract_kernel()` | Linux image with cmdline |
+| eBPF embedding | `embed_ebpf()` / `extract_ebpf()` | Socket filter programs |
+| Dashboard embedding | `embed_dashboard()` / `extract_dashboard()` | HTML/JS bundles |
+| Delete + compact | `delete()` + `compact()` | Soft-delete with space reclamation |
+| Lineage derivation | `derive()` | Parent-child snapshots with depth tracking |
+| COW branching | `freeze()` + `branch()` | Copy-on-write staging environments |
+| AGI containers | `AgiContainerBuilder` | Self-describing agent manifests |
+| Witness chains | `create_witness_chain()` | Cryptographic audit trails (SHAKE256) |
+| Segment directory | `segment_dir()` | Enumerate all segments in an RVF file |
+
+## Additional Crates
+
+RuVector includes 80+ crates. Key specialized crates include:
+
+| Crate | npm Package | Description |
+|-------|------------|-------------|
+| `ruvector-gnn` | `@ruvector/gnn` | GNN training with EWC forgetting mitigation, LoRA, curriculum learning |
+| `ruvector-attention` | `@ruvector/attention` | 50+ attention mechanisms (flash, sparse, hyperbolic, sheaf, MoE) |
+| `ruvector-mincut` | `@ruvector/mincut` | Subpolynomial-time dynamic graph partitioning |
+| `ruvector-solver` | `@ruvector/solver` | Sparse linear solvers (Neumann, CG, forward/backward push) |
+| `ruvector-graph` | `@ruvector/graph-node` | Property graph DB with Cypher, hybrid vector+graph |
+| `ruvector-graph-transformer` | `@ruvector/graph-transformer` | Transformer-based graph encoding |
+| `ruvllm` | — | Full LLM serving with paged attention, speculative decoding, LoRA |
+| `sona` | — | Self-Optimizing Neural Architecture (continual learning) |
+| `rvlite` | — | Lightweight vector DB for edge devices |
+| `ruvector-verified` | — | Cryptographic proof system for vector correctness |
+| `ruvector-postgres` | — | PostgreSQL extension for vector operations |
+
+See the [API reference](../api/) and individual crate READMEs for detailed documentation.
+
 ## Best Practices
 
 1. **Start simple**: Begin with default settings, optimize later
@@ -537,11 +832,15 @@ fn advanced_demo() -> Result<(), Box<dyn std::error::Error>> {
 5. **Tune HNSW gradually**: Increase parameters only if needed
 6. **Use appropriate metrics**: Cosine for normalized, Euclidean otherwise
 7. **Enable SIMD**: Always compile with target-cpu=native
-8. **Memory-map large datasets**: Essential for datasets > RAM
+8. **Use collections**: Organize vectors by domain for better management
+9. **Monitor with metrics**: Enable Prometheus metrics in production
+10. **Use RVF for self-contained files**: When you need portability with embedded segments
 
 ## Next Steps
 
-- [AgenticDB Tutorial](AGENTICDB_TUTORIAL.md) - Advanced AI agent features
+- [AgenticDB Quickstart](AGENTICDB_QUICKSTART.md) - AI agent memory features
 - [Performance Tuning](../optimization/PERFORMANCE_TUNING_GUIDE.md) - Detailed optimization
 - [API Reference](../api/) - Complete API documentation
-- [Examples](../../examples/) - Working code examples
+- [Cypher Reference](../api/CYPHER_REFERENCE.md) - Graph query language
+- [RVF Examples](../../examples/rvf/) - Working RVF format examples
+- [Examples](../../examples/) - All working code examples
diff --git a/docs/guides/BASIC_TUTORIAL.md b/docs/guides/BASIC_TUTORIAL.md
index 536a5f8b8..2c29cfe10 100644
--- a/docs/guides/BASIC_TUTORIAL.md
+++ b/docs/guides/BASIC_TUTORIAL.md
@@ -112,7 +112,7 @@ fn search_examples(db: &VectorDB) -> Result<(), Box<dyn std::error::Error>> {
         vector: vec![0.15; 128],
         k: 10,  // Return top 10 results
         filter: None,
-        include_vectors: false,
+        ef_search: None,
     };
 
     let results = db.search(&query)?;
@@ -122,7 +122,7 @@ fn search_examples(db: &VectorDB) -> Result<(), Box<dyn std::error::Error>> {
             "{}. ID: {}, Distance: {:.4}",
             i + 1,
             result.id,
-            result.distance
+            result.score
         );
     }
 
@@ -139,7 +139,7 @@ const results = await db.search({
 });
 
 results.forEach((result, i) => {
-    console.log(`${i + 1}. ID: ${result.id}, Distance: ${result.distance.toFixed(4)}`);
+    console.log(`${i + 1}. ID: ${result.id}, Distance: ${result.score.toFixed(4)}`);
 });
 ```
 
@@ -270,7 +270,8 @@ Tune HNSW parameters for your use case.
 ### Rust
 
 ```rust
-use ruvector_core::{HnswConfig, DistanceMetric};
+use ruvector_core::types::{HnswConfig, DbOptions};
+use ruvector_core::DistanceMetric;
 
 fn create_tuned_db() -> Result<VectorDB, Box<dyn std::error::Error>> {
     let mut options = DbOptions::default();
@@ -278,12 +279,12 @@ fn create_tuned_db() -> Result<VectorDB, Box<dyn std::error::Error>> {
     options.storage_path = "./tuned_db.db".to_string();
 
     // HNSW configuration
-    options.hnsw = HnswConfig {
+    options.hnsw_config = Some(HnswConfig {
         m: 32,                    // Connections per node (16-64)
         ef_construction: 200,     // Build quality (100-400)
         ef_search: 100,           // Search quality (50-500)
         max_elements: 10_000_000, // Maximum vectors
-    };
+    });
 
     // Distance metric
     options.distance_metric = DistanceMetric::Cosine;
@@ -328,7 +329,7 @@ Reduce memory usage with quantization.
 ### Rust
 
 ```rust
-use ruvector_core::QuantizationConfig;
+use ruvector_core::types::{QuantizationConfig, DbOptions};
 
 fn create_quantized_db() -> Result<VectorDB, Box<dyn std::error::Error>> {
     let mut options = DbOptions::default();
@@ -336,13 +337,13 @@ fn create_quantized_db() -> Result<VectorDB, Box<dyn std::error::Error>> {
     options.storage_path = "./quantized_db.db".to_string();
 
     // Scalar quantization (4x compression)
-    options.quantization = QuantizationConfig::Scalar;
+    options.quantization = Some(QuantizationConfig::Scalar);
 
     // Product quantization (8-16x compression)
-    // options.quantization = QuantizationConfig::Product {
+    // options.quantization = Some(QuantizationConfig::Product {
     //     subspaces: 16,
     //     k: 256,
-    // };
+    // });
 
     let db = VectorDB::new(options)?;
     println!("Created database with scalar quantization");
@@ -414,10 +415,8 @@ ruvector import --db ./new_db.db --input ./backup.json
 Here's a complete program combining everything:
 
 ```rust
-use ruvector_core::{
-    VectorDB, VectorEntry, SearchQuery, DbOptions, HnswConfig,
-    DistanceMetric, QuantizationConfig,
-};
+use ruvector_core::{VectorDB, VectorEntry, SearchQuery, DistanceMetric};
+use ruvector_core::types::{DbOptions, HnswConfig, QuantizationConfig};
 use rand::Rng;
 use serde_json::json;
 use std::collections::HashMap;
@@ -427,14 +426,14 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
     let mut options = DbOptions::default();
     options.dimensions = 128;
     options.storage_path = "./tutorial_db.db".to_string();
-    options.hnsw = HnswConfig {
+    options.hnsw_config = Some(HnswConfig {
         m: 32,
         ef_construction: 200,
         ef_search: 100,
         max_elements: 1_000_000,
-    };
+    });
     options.distance_metric = DistanceMetric::Cosine;
-    options.quantization = QuantizationConfig::Scalar;
+    options.quantization = Some(QuantizationConfig::Scalar);
 
     let db = VectorDB::new(options)?;
     println!("✓ Created database");
@@ -469,7 +468,7 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
         vector: query_vector,
         k: 10,
         filter: None,
-        include_vectors: false,
+        ef_search: None,
     };
 
     let start = std::time::Instant::now();
@@ -479,7 +478,7 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
     println!("✓ Search completed in {:?}", search_time);
     println!("\nTop 10 Results:");
     for (i, result) in results.iter().enumerate() {
-        println!("  {}. ID: {}, Distance: {:.4}", i + 1, result.id, result.distance);
+        println!("  {}. ID: {}, Distance: {:.4}", i + 1, result.id, result.score);
     }
 
     Ok(())
@@ -525,7 +524,7 @@ let results = db.search(&SearchQuery {
     filter: Some(json!({
         "timestamp": { "$gte": one_week_ago }
     })),
-    include_vectors: false,
+    ef_search: None,
 })?;
 
 // Return relevant documents
@@ -550,7 +549,7 @@ let recommendations = db.search(&SearchQuery {
     filter: Some(json!({
         "id": { "$nin": user_already_seen }
     })),
-    include_vectors: false,
+    ef_search: None,
 })?;
 ```
 
diff --git a/docs/guides/GETTING_STARTED.md b/docs/guides/GETTING_STARTED.md
index 7c11cfa60..17665087d 100644
--- a/docs/guides/GETTING_STARTED.md
+++ b/docs/guides/GETTING_STARTED.md
@@ -1,49 +1,73 @@
-# Getting Started with Ruvector
+# Getting Started with RuVector
 
-## What is Ruvector?
+## What is RuVector?
 
-Ruvector is a high-performance, Rust-native vector database designed for modern AI applications. It provides:
+RuVector is a high-performance, Rust-native vector database and file format designed for modern AI applications. It provides:
 
 - **10-100x performance improvements** over Python/TypeScript implementations
 - **Sub-millisecond latency** with HNSW indexing and SIMD optimization
-- **AgenticDB API compatibility** for seamless migration
 - **Multi-platform deployment** (Rust, Node.js, WASM/Browser, CLI)
-- **Advanced features** including quantization, hybrid search, and causal memory
+- **RVF (RuVector Format)** — a self-contained binary format with embedded WASM, kernel, eBPF, and dashboard segments
+- **Advanced features** including quantization, filtered search, witness chains, COW branching, and AGI container manifests
+
+## Packages
+
+| Package | Registry | Version | Description |
+|---------|----------|---------|-------------|
+| `ruvector-core` | crates.io | 2.0.x | Core Rust library (VectorDB, HNSW, quantization) |
+| `ruvector` | npm | 0.1.x | Node.js native bindings via NAPI-RS |
+| `@ruvector/rvf` | npm | 0.2.x | RVF format library (TypeScript) |
+| `@ruvector/rvf-node` | npm | 0.1.x | RVF Node.js native bindings |
+| `@ruvector/gnn` | npm | 0.1.x | Graph Neural Network bindings |
+| `@ruvector/graph-node` | npm | 2.0.x | Graph database with Cypher queries |
+| `ruvector-wasm` / `@ruvector/wasm` | npm | — | Browser WASM build |
 
 ## Quick Start
 
 ### Installation
 
-#### Rust
-```bash
-# Add to Cargo.toml
+#### Rust (ruvector-core)
+```toml
+# Cargo.toml
+[dependencies]
+ruvector-core = "2.0"
+```
+
+#### Rust (RVF format — separate workspace)
+```toml
+# Cargo.toml — RVF crates live in examples/rvf or crates/rvf
 [dependencies]
-ruvector-core = "0.1.0"
+rvf-runtime = "0.2"
+rvf-crypto = "0.2"
 ```
 
 #### Node.js
 ```bash
 npm install ruvector
-# or
-yarn add ruvector
+# or for the RVF format:
+npm install @ruvector/rvf-node
 ```
 
 #### CLI
 ```bash
-cargo install ruvector-cli
+# Build from source
+git clone https://github.com/ruvnet/ruvector.git
+cd ruvector
+cargo install --path crates/ruvector-cli
 ```
 
-### Basic Usage
+### Basic Usage — ruvector-core (VectorDB)
 
 #### Rust
 ```rust
 use ruvector_core::{VectorDB, VectorEntry, SearchQuery, DbOptions};
 
 fn main() -> Result<(), Box<dyn std::error::Error>> {
-    // Create a new vector database
-    let mut options = DbOptions::default();
-    options.dimensions = 128;
-    options.storage_path = "./vectors.db".to_string();
+    let options = DbOptions {
+        dimensions: 128,
+        storage_path: "./vectors.db".to_string(),
+        ..Default::default()
+    };
 
     let db = VectorDB::new(options)?;
 
@@ -61,12 +85,12 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
         vector: vec![0.1; 128],
         k: 10,
         filter: None,
-        include_vectors: false,
+        ef_search: None,
     };
-    let results = db.search(&query)?;
+    let results = db.search(query)?;
 
     for (i, result) in results.iter().enumerate() {
-        println!("{}. ID: {}, Distance: {}", i + 1, result.id, result.distance);
+        println!("{}. ID: {}, Score: {:.4}", i + 1, result.id, result.score);
     }
 
     Ok(())
@@ -78,34 +102,68 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
 const { VectorDB } = require('ruvector');
 
 async function main() {
-    // Create a new vector database
     const db = new VectorDB({
         dimensions: 128,
         storagePath: './vectors.db',
-        distanceMetric: 'cosine'
+        distanceMetric: 'Cosine'
     });
 
-    // Insert a vector
     const id = await db.insert({
         vector: new Float32Array(128).fill(0.1),
         metadata: { text: 'Example document' }
     });
     console.log('Inserted vector:', id);
 
-    // Search for similar vectors
     const results = await db.search({
         vector: new Float32Array(128).fill(0.1),
         k: 10
     });
 
     results.forEach((result, i) => {
-        console.log(`${i + 1}. ID: ${result.id}, Distance: ${result.distance}`);
+        console.log(`${i + 1}. ID: ${result.id}, Score: ${result.score.toFixed(4)}`);
     });
 }
 
 main().catch(console.error);
 ```
 
+### Basic Usage — RVF Format (RvfStore)
+
+The RVF format is a newer, self-contained binary format used in the `rvf-runtime` crate. See [`examples/rvf/`](../../examples/rvf/) for working examples.
+
+```rust
+use rvf_runtime::{RvfStore, RvfOptions, QueryOptions, MetadataEntry, MetadataValue};
+use rvf_runtime::options::DistanceMetric;
+
+fn main() -> Result<(), Box<dyn std::error::Error>> {
+    let opts = RvfOptions {
+        dimension: 128,
+        metric: DistanceMetric::L2,
+        ..Default::default()
+    };
+
+    let mut store = RvfStore::create("data.rvf", opts)?;
+
+    // Ingest vectors with metadata
+    let vectors = vec![vec![0.1f32; 128]];
+    let refs: Vec<&[f32]> = vectors.iter().map(|v| v.as_slice()).collect();
+    let ids = vec![0u64];
+    let meta = vec![
+        MetadataEntry { field_id: 0, value: MetadataValue::String("doc".into()) },
+    ];
+    store.ingest_batch(&refs, &ids, Some(&meta))?;
+
+    // Query
+    let query = vec![0.1f32; 128];
+    let results = store.query(&query, 5, &QueryOptions::default())?;
+    for r in &results {
+        println!("id={}, distance={:.4}", r.id, r.distance);
+    }
+
+    Ok(())
+}
+```
+
 #### CLI
 ```bash
 # Create a database
@@ -119,8 +177,25 @@ ruvector search --db ./vectors.db --query "[0.1, 0.2, ...]" --top-k 10
 
 # Show database info
 ruvector info --db ./vectors.db
+
+# Graph operations
+ruvector graph create --db ./graph.db --dimensions 128
+ruvector graph query --db ./graph.db --query "MATCH (n) RETURN n LIMIT 10"
 ```
 
+## Two API Surfaces
+
+RuVector has two main API surfaces:
+
+| | **ruvector-core (VectorDB)** | **rvf-runtime (RvfStore)** |
+|---|---|---|
+| **Use case** | General-purpose vector DB | Self-contained binary format |
+| **Storage** | Directory-based | Single `.rvf` file |
+| **IDs** | String-based | u64-based |
+| **Metadata** | JSON HashMap | Typed fields (String, U64) |
+| **Extras** | Collections, metrics, health | Witness chains, WASM/kernel/eBPF embedding, COW branching, AGI containers |
+| **Node.js** | `ruvector` npm package | `@ruvector/rvf-node` npm package |
+
 ## Core Concepts
 
 ### 1. Vector Database
@@ -133,11 +208,11 @@ A vector database stores high-dimensional vectors (embeddings) and enables fast
 
 ### 2. Distance Metrics
 
-Ruvector supports multiple distance metrics:
+RuVector supports multiple distance metrics:
 - **Euclidean (L2)**: Standard distance in Euclidean space
 - **Cosine**: Measures angle between vectors (normalized dot product)
 - **Dot Product**: Inner product (useful for pre-normalized vectors)
-- **Manhattan (L1)**: Sum of absolute differences
+- **Manhattan (L1)**: Sum of absolute differences (ruvector-core only)
 
 ### 3. HNSW Indexing
 
@@ -153,41 +228,43 @@ Key parameters:
 
 ### 4. Quantization
 
-Reduce memory usage with quantization:
+Reduce memory usage with quantization (ruvector-core):
 - **Scalar (int8)**: 4x compression, 97-99% recall
 - **Product**: 8-16x compression, 90-95% recall
 - **Binary**: 32x compression, 80-90% recall (filtering)
 
-### 5. AgenticDB Features
+### 5. RVF Format Features
 
-Advanced features for AI agents:
-- **Reflexion Memory**: Self-critique episodes for learning
-- **Skill Library**: Reusable action patterns
-- **Causal Memory**: Cause-effect relationships
-- **Learning Sessions**: RL training data
+The RVF binary format supports:
+- **Witness chains**: Cryptographic audit trails (SHAKE256)
+- **Segment embedding**: WASM, kernel, eBPF, and dashboard segments in one file
+- **COW branching**: Copy-on-write branches for staging environments
+- **Lineage tracking**: Parent-child derivation with depth tracking
+- **Membership filters**: Bitmap-based tenant isolation
+- **DoS hardening**: Token buckets, negative caches, proof-of-work
+- **AGI containers**: Self-describing agent manifests
 
 ## Next Steps
 
 - [Installation Guide](INSTALLATION.md) - Detailed installation instructions
-- [Basic Tutorial](BASIC_TUTORIAL.md) - Step-by-step tutorial
+- [Basic Tutorial](BASIC_TUTORIAL.md) - Step-by-step tutorial with ruvector-core
 - [Advanced Features](ADVANCED_FEATURES.md) - Hybrid search, quantization, filtering
-- [AgenticDB Migration Guide](../MIGRATION.md) - Migrate from agenticDB
+- [RVF Examples](../../examples/rvf/) - Working RVF format examples (openfang, security_hardened, etc.)
 - [API Reference](../api/) - Complete API documentation
-- [Examples](../../examples/) - Working code examples
+- [Examples](../../examples/) - All working code examples
 
 ## Performance Tips
 
 1. **Choose the right distance metric**: Cosine for normalized embeddings, Euclidean otherwise
 2. **Tune HNSW parameters**: Higher `m` and `ef_construction` for better recall
 3. **Enable quantization**: Reduces memory 4-32x with minimal accuracy loss
-4. **Batch operations**: Use `insert_batch()` for better throughput
-5. **Memory-map large datasets**: Set `mmap_vectors: true` for datasets larger than RAM
+4. **Batch operations**: Use `insert_batch()` / `ingest_batch()` for better throughput
+5. **Build with SIMD**: `RUSTFLAGS="-C target-cpu=native" cargo build --release`
 
 ## Common Issues
 
 ### Out of Memory
 - Enable quantization to reduce memory usage
-- Use memory-mapped vectors for large datasets
 - Reduce `max_elements` or increase available RAM
 
 ### Slow Search
@@ -204,8 +281,7 @@ Advanced features for AI agents:
 
 - **GitHub**: [https://github.com/ruvnet/ruvector](https://github.com/ruvnet/ruvector)
 - **Issues**: [https://github.com/ruvnet/ruvector/issues](https://github.com/ruvnet/ruvector/issues)
-- **Documentation**: [https://docs.rs/ruvector-core](https://docs.rs/ruvector-core)
 
 ## License
 
-Ruvector is licensed under the MIT License. See [LICENSE](../../LICENSE) for details.
+RuVector is licensed under the MIT License. See [LICENSE](../../LICENSE) for details.
diff --git a/docs/guides/INSTALLATION.md b/docs/guides/INSTALLATION.md
index 304c89b21..292fd69b6 100644
--- a/docs/guides/INSTALLATION.md
+++ b/docs/guides/INSTALLATION.md
@@ -5,7 +5,7 @@ This guide covers installation of Ruvector for all supported platforms: Rust, No
 ## Prerequisites
 
 ### Rust
-- **Rust 1.77+** (latest stable recommended)
+- **Rust 1.80+** (latest stable recommended)
 - **Cargo** (included with Rust)
 
 Install Rust from [rustup.rs](https://rustup.rs/):
@@ -30,7 +30,15 @@ Download from [nodejs.org](https://nodejs.org/)
 #### Add to Cargo.toml
 ```toml
 [dependencies]
-ruvector-core = "0.1.0"
+ruvector-core = "2.0"
+```
+
+For the RVF binary format (separate workspace in `crates/rvf`):
+```toml
+[dependencies]
+rvf-runtime = "0.2"
+rvf-crypto = "0.2"
+rvf-types = "0.2"
 ```
 
 #### Build with optimizations
@@ -45,15 +53,15 @@ RUSTFLAGS="-C target-cpu=native" cargo build --release
 RUSTFLAGS="-C target-feature=+avx2,+fma" cargo build --release
 ```
 
-#### Optional features
+#### Optional features (ruvector-core)
 ```toml
 [dependencies]
-ruvector-core = { version = "0.1.0", features = ["agenticdb", "advanced"] }
+ruvector-core = { version = "2.0", features = ["hnsw", "storage"] }
 ```
 
 Available features:
-- `agenticdb`: AgenticDB API compatibility (enabled by default)
-- `advanced`: Advanced features (product quantization, hybrid search)
+- `hnsw`: HNSW indexing (enabled by default)
+- `storage`: Persistent storage backend
 - `simd`: SIMD intrinsics (enabled by default on x86_64)
 
 ### 2. Node.js Package
@@ -81,10 +89,10 @@ console.log('Ruvector loaded successfully!');
 
 #### Platform-specific binaries
 
-Ruvector uses NAPI-RS for native bindings. Pre-built binaries are available for:
-- **Linux**: x64, arm64 (glibc 2.17+)
-- **macOS**: x64 (10.13+), arm64 (11.0+)
-- **Windows**: x64, arm64
+RuVector uses NAPI-RS for native bindings. Pre-built binaries are available for:
+- **Linux**: x64 (glibc), x64 (musl), arm64 (glibc), arm64 (musl)
+- **macOS**: x64, arm64 (Apple Silicon)
+- **Windows**: x64
 
 If no pre-built binary is available, it will compile from source (requires Rust).
 
@@ -92,7 +100,13 @@ If no pre-built binary is available, it will compile from source (requires Rust)
 
 #### NPM package
 ```bash
-npm install ruvector-wasm
+npm install @ruvector/wasm
+```
+
+There are also specialized WASM packages:
+```bash
+npm install @ruvector/rvf-wasm     # RVF format in browser
+npm install @ruvector/gnn-wasm     # Graph neural networks
 ```
 
 #### Basic usage
@@ -100,11 +114,11 @@ npm install ruvector-wasm
 <!DOCTYPE html>
 <html>
 <head>
-    <title>Ruvector WASM Demo</title>
+    <title>RuVector WASM Demo</title>
 </head>
 <body>
     <script type="module">
-        import init, { VectorDB } from './node_modules/ruvector-wasm/ruvector_wasm.js';
+        import init, { VectorDB } from '@ruvector/wasm';
 
         async function main() {
             await init();
@@ -123,47 +137,9 @@ npm install ruvector-wasm
 </html>
 ```
 
-#### SIMD detection
-```javascript
-import { simd } from 'wasm-feature-detect';
-
-const module = await simd()
-  ? import('ruvector-wasm/ruvector_simd.wasm')
-  : import('ruvector-wasm/ruvector.wasm');
-```
-
-#### Web Workers for parallelism
-```javascript
-// main.js
-const workers = [];
-const numWorkers = navigator.hardwareConcurrency || 4;
-
-for (let i = 0; i < numWorkers; i++) {
-    workers.push(new Worker('worker.js'));
-}
-
-// worker.js
-importScripts('./ruvector_wasm.js');
-
-self.onmessage = async (e) => {
-    const { action, data } = e.data;
-    const db = new VectorDB(128);
-
-    if (action === 'search') {
-        const results = db.search(data.query, data.k);
-        self.postMessage({ results });
-    }
-};
-```
-
 ### 4. CLI Tool
 
-#### Install from crates.io
-```bash
-cargo install ruvector-cli
-```
-
-#### Build from source
+#### Build from source (not yet on crates.io)
 ```bash
 git clone https://github.com/ruvnet/ruvector.git
 cd ruvector
@@ -173,19 +149,19 @@ cargo install --path crates/ruvector-cli
 #### Verify installation
 ```bash
 ruvector --version
-# Output: ruvector 0.1.0
 ```
 
-#### Shell completion
+#### Available subcommands
 ```bash
-# Bash
-ruvector completions bash > /etc/bash_completion.d/ruvector
-
-# Zsh
-ruvector completions zsh > /usr/local/share/zsh/site-functions/_ruvector
-
-# Fish
-ruvector completions fish > ~/.config/fish/completions/ruvector.fish
+ruvector create    # Create a new database
+ruvector insert    # Insert vectors
+ruvector search    # Search for similar vectors
+ruvector info      # Show database info
+ruvector export    # Export database
+ruvector import    # Import data
+ruvector benchmark # Run benchmarks
+ruvector graph     # Graph database operations (create, query, shell, serve)
+ruvector hooks     # Hooks management
 ```
 
 ## Platform-Specific Notes
@@ -240,27 +216,21 @@ Then follow Linux instructions.
 
 ## Docker
 
-### Pre-built image
-```bash
-docker pull ruvector/ruvector:latest
-docker run -p 8080:8080 ruvector/ruvector:latest
-```
-
 ### Build from source
 ```dockerfile
-FROM rust:1.77 as builder
+FROM rust:1.80 as builder
 WORKDIR /app
 COPY . .
-RUN cargo build --release
+RUN cargo build --release -p ruvector-cli
 
 FROM debian:bookworm-slim
-COPY --from=builder /app/target/release/ruvector-cli /usr/local/bin/
-CMD ["ruvector-cli", "serve", "--host", "0.0.0.0"]
+COPY --from=builder /app/target/release/ruvector /usr/local/bin/
+CMD ["ruvector", "--help"]
 ```
 
 ```bash
 docker build -t ruvector .
-docker run -v $(pwd)/data:/data -p 8080:8080 ruvector
+docker run -v $(pwd)/data:/data ruvector
 ```
 
 ## Verification
@@ -268,9 +238,12 @@ docker run -v $(pwd)/data:/data -p 8080:8080 ruvector
 ### Rust
 ```rust
 use ruvector_core::VectorDB;
+use ruvector_core::types::DbOptions;
 
-fn main() {
-    println!("Ruvector version: {}", env!("CARGO_PKG_VERSION"));
+fn main() -> Result<(), Box<dyn std::error::Error>> {
+    let db = VectorDB::new(DbOptions::default())?;
+    println!("VectorDB created successfully");
+    Ok(())
 }
 ```
 
diff --git a/docs/research-openfang.md b/docs/research-openfang.md
new file mode 100644
index 000000000..f45c6f3c5
--- /dev/null
+++ b/docs/research-openfang.md
@@ -0,0 +1,210 @@
+# OpenFang Project Research
+
+**Date**: 2026-02-26
+**Scope**: GitHub projects using the "OpenFang" name
+
+---
+
+## Summary
+
+There are three distinct projects on GitHub that share the "OpenFang" name:
+
+| Project | Domain | Language | License | Stars | Status |
+|---------|--------|----------|---------|-------|--------|
+| [RightNow-AI/openfang](https://github.com/RightNow-AI/openfang) | Agent Operating System | Rust | MIT / Apache 2.0 | ~979 | Active (v0.1.0, Feb 2026) |
+| [anmaped/openfang](https://github.com/anmaped/openfang) | Camera firmware (Ingenic T20) | PHP/Shell | GPL-3.0 | ~188 | Dormant (last release 2018) |
+| [danshorstein/OpenFang](https://github.com/danshorstein/OpenFang) | Python AI assistant | Python | Unknown | Low | Fork of OpenClaw |
+
+---
+
+## 1. RightNow-AI/openfang — Agent Operating System (Primary)
+
+**Website**: [openfang.sh](https://www.openfang.sh/)
+**Repo**: [github.com/RightNow-AI/openfang](https://github.com/RightNow-AI/openfang)
+**Built by**: Jaber (RightNow AI)
+
+### What It Is
+
+OpenFang is a **production-grade Agent Operating System** built from scratch in Rust. It is not a chatbot framework or a Python wrapper around an LLM — it is a full operating system for autonomous agents that run 24/7, building knowledge graphs, monitoring targets, generating leads, and managing social media.
+
+The entire system compiles to a **single ~32 MB binary**.
+
+### Key Numbers
+
+- **137,728** lines of Rust code across **14 crates**
+- **1,767+** passing tests, **0** clippy warnings
+- **30** pre-built agents across 4 performance tiers
+- **40** channel adapters (Telegram, Discord, Slack, WhatsApp, Signal, Matrix, etc.)
+- **38** built-in tools + MCP integration
+- **27** LLM providers supporting **123+** models
+- **16** security systems
+- **v0.1.0** — first public release (February 2026)
+
+### Performance Benchmarks
+
+| Metric | OpenFang | OpenClaw | CrewAI | AutoGen |
+|--------|----------|----------|--------|---------|
+| Cold Start | 180ms | 5.98s | 3s | — |
+| Idle Memory | 40MB | 394MB | 250MB | — |
+| Install Size | 32MB | 500MB | — | 200MB |
+
+### The 7 "Hands" (Autonomous Agents)
+
+1. **Clip** — Video processing: downloads YouTube content, creates vertical shorts with captions
+2. **Lead** — Daily prospect discovery with ICP matching and qualification scoring
+3. **Collector** — OSINT intelligence with continuous monitoring and change detection
+4. **Predictor** — Superforecasting engine with calibrated reasoning and accuracy tracking
+5. **Researcher** — Cross-references sources using CRAAP criteria with APA citations
+6. **Twitter** — Account management across 7 content formats with approval gates
+7. **Browser** — Web automation with mandatory purchase approval safeguards
+
+### 14 Core Rust Crates
+
+| Crate | Purpose |
+|-------|---------|
+| `openfang-kernel` | Orchestration, workflows, RBAC |
+| `openfang-runtime` | Agent loop, 53 tools, WASM sandbox |
+| `openfang-api` | 140+ REST/WS/SSE endpoints |
+| `openfang-channels` | 40 messaging adapters |
+| `openfang-memory` | SQLite persistence, vector embeddings |
+| `openfang-skills` | 60 bundled skills |
+| `openfang-hands` | Lifecycle management for autonomous agents |
+| `openfang-extensions` | 25 MCP templates |
+| `openfang-wire` | P2P protocol |
+| `openfang-cli` | Daemon management |
+| `openfang-desktop` | Tauri 2.0 native app |
+| `openfang-migrate` | OpenClaw/LangChain migration |
+
+### 16 Security Systems
+
+1. WASM dual-metered sandbox (fuel + epoch interruption)
+2. Merkle hash-chain audit trails
+3. Information flow taint tracking
+4. Ed25519 signed agent manifests
+5. SSRF protection
+6. Secret zeroization
+7. OFP mutual authentication (HMAC-SHA256)
+8. Capability gates (role-based access)
+9. Security headers (CSP, HSTS, X-Frame-Options)
+10. Health endpoint redaction
+11. Subprocess sandbox with environment isolation
+12. Prompt injection scanner
+13. Loop guard with circuit breaker
+14. Session repair (7-phase validation)
+15. Path traversal prevention
+16. GCRA rate limiter
+
+### Protocol Support
+
+- **MCP** (Model Context Protocol)
+- **A2A** (Agent-to-Agent)
+- **OFP** (OpenFang Protocol — proprietary P2P with HMAC-SHA256 mutual auth)
+
+### LLM Providers (27)
+
+Anthropic, OpenAI, Google Gemini, Groq, DeepSeek, Mistral, xAI, Ollama, AWS Bedrock, and 18+ others — supporting 123+ models total.
+
+### Installation
+
+```bash
+# macOS/Linux
+curl -fsSL https://openfang.sh/install | sh
+openfang init
+openfang start
+# Dashboard: http://localhost:4200
+
+# Windows
+irm https://openfang.sh/install.ps1 | iex
+```
+
+### Key Differentiators
+
+- Single binary deployment — no Python, no Node, no Docker required
+- OpenAI-compatible API — drop-in replacement capability
+- Migration engine — imports from OpenClaw, LangChain, AutoGPT
+- Dashboard-first — web UI at localhost:4200
+- Desktop app — native Tauri 2.0 application with system tray
+
+---
+
+## 2. anmaped/openfang — Camera Firmware
+
+**Repo**: [github.com/anmaped/openfang](https://github.com/anmaped/openfang)
+
+### What It Is
+
+An open-source bootloader, kernel, and toolchain for IP cameras using **Ingenic T10 and T20 SoCs**. This was one of the early community firmware projects for cheap Chinese IP cameras.
+
+### Supported Devices
+
+| SoC | RAM | Cameras |
+|-----|-----|---------|
+| Ingenic T20L | 64MB DDR | Xiaomi Mijia 2018, Xiaomi Xiaofang 1S |
+| Ingenic T20N | 64MB DDR + SIMD128 | DIGOO DG W30 |
+| Ingenic T20X | 128MB DDR | Wyze Cam V2, Xiaomi Dafang, Wyze Cam Pan |
+
+### Technical Details
+
+- Kernel version 3.10.14
+- U-Boot bootloader v2013.07
+- Buildroot-based toolchain
+- Docker support for compilation
+- GPL-3.0 license
+
+### Status
+
+- **Last release**: RC5 (November 2018) — **dormant**
+- 188 stars, 43 forks, 10 contributors
+- Largely superseded by [OpenMiko](https://github.com/openmiko/openmiko), [OpenIPC](https://github.com/OpenIPC), and [Thingino](https://thingino.com/)
+
+---
+
+## 3. danshorstein/OpenFang — Python AI Assistant
+
+**Repo**: [github.com/danshorstein/OpenFang](https://github.com/danshorstein/OpenFang)
+
+### What It Is
+
+An open-source fork of **OpenClaw** that rethinks personal AI agents. Built on the principle that "LLMs should write automations, not be automations."
+
+### Key Claims
+
+- 90%+ reduction in token costs
+- Faster execution and more reliable automations
+- System gets cheaper over time as workflows graduate from LLM-orchestrated to Python-automated
+
+### Status
+
+Low activity, small community. Positioned as a philosophical alternative to the mainstream agent frameworks.
+
+---
+
+## Analysis & Relevance
+
+### Most Notable: RightNow-AI/openfang
+
+The **RightNow-AI** variant is by far the most significant project:
+
+- **Active development** with a February 2026 v0.1.0 release
+- **Rust-based architecture** — high performance, single binary, low memory
+- **Comprehensive agent ecosystem** — 30 agents, 40 channels, 38 tools
+- **Strong security posture** — 16 dedicated security systems
+- **Production-oriented** — not a research project or toy framework
+
+### Potential Relevance to RuVector
+
+- The Rust architecture and WASM sandbox approach could inform solver optimization strategies
+- The 14-crate modular design demonstrates a scalable Rust workspace pattern
+- The security systems (especially taint tracking, prompt injection scanning) are relevant to any AI-adjacent system
+- The performance benchmarks (180ms cold start, 40MB idle) set a useful reference point
+
+---
+
+## Sources
+
+- [RightNow-AI/openfang (GitHub)](https://github.com/RightNow-AI/openfang)
+- [OpenFang.sh (Website)](https://www.openfang.sh/)
+- [anmaped/openfang (GitHub)](https://github.com/anmaped/openfang)
+- [danshorstein/OpenFang (GitHub)](https://github.com/danshorstein/OpenFang)
+- [OpenMiko (GitHub)](https://github.com/openmiko/openmiko)
+- [OpenIPC (GitHub)](https://github.com/OpenIPC)
diff --git a/examples/rvf/Cargo.toml b/examples/rvf/Cargo.toml
index beb860420..8cc43b187 100644
--- a/examples/rvf/Cargo.toml
+++ b/examples/rvf/Cargo.toml
@@ -244,3 +244,7 @@ path = "examples/causal_atlas_dashboard.rs"
 [[example]]
 name = "security_hardened"
 path = "examples/security_hardened.rs"
+
+[[example]]
+name = "openfang"
+path = "examples/openfang.rs"
diff --git a/examples/rvf/examples/assets/openfang-README.md b/examples/rvf/examples/assets/openfang-README.md
new file mode 100644
index 000000000..a4263bbb9
--- /dev/null
+++ b/examples/rvf/examples/assets/openfang-README.md
@@ -0,0 +1,161 @@
+# OpenFang Agent OS — RVF Full Surface Demo
+
+Exercises **every major RVF capability** against a realistic agent-OS registry, using [OpenFang](https://github.com/RightNow-AI/openfang) as the domain model. A single ~35 KB RVF file holds 65 vector components plus embedded WASM, kernel, eBPF, and dashboard segments.
+
+## Run
+
+```bash
+cd examples/rvf
+cargo run --example openfang
+```
+
+## 24 Capabilities Demonstrated
+
+| # | Capability | RVF API | What It Shows |
+|--:|-----------|---------|---------------|
+| 1 | **Store creation** | `RvfStore::create` | 128-dim L2 store with file identity |
+| 2-4 | **Batch ingestion** | `ingest_batch` | Multi-type metadata (String, U64) with per-category vector biasing |
+| 5 | **Nearest-neighbor search** | `query` | Unfiltered + type-filtered task routing |
+| 6 | **Quality envelope** | `query_with_envelope` | ResponseQuality, safety-net activation, budget reporting |
+| 7 | **Audited query** | `query_audited` | Auto-appends witness entry per search (compliance) |
+| 8 | **Security filter** | `FilterExpr::Ge` | Hands with security >= 80 |
+| 9 | **Tier filter** | `FilterExpr::Eq` | Tier-4 autonomous agents only |
+| 10 | **Category filter** | `FilterExpr::And` | Security tools by category |
+| 11 | **Membership filter** | `MembershipFilter` | Tenant isolation — tools-only view via bitmap |
+| 12 | **DoS hardening** | `BudgetTokenBucket`, `NegativeCache`, `ProofOfWork` | Rate limiting, degenerate query blacklisting, PoW challenge |
+| 13 | **Adversarial detection** | `is_degenerate_distribution`, `centroid_distance_cv` | CV analysis to detect uniform (attack) distance distributions |
+| 14 | **Embed WASM** | `embed_wasm` / `extract_wasm` | Microkernel role, self-bootstrapping check |
+| 15 | **Embed kernel** | `embed_kernel` / `extract_kernel` | Linux image with cmdline, API port binding |
+| 16 | **Embed eBPF** | `embed_ebpf` / `extract_ebpf` | Socket filter program (2 instructions) |
+| 17 | **Embed dashboard** | `embed_dashboard` / `extract_dashboard` | HTML registry dashboard bundle |
+| 18 | **Delete + compact** | `delete` + `compact` | Decommission 'twitter', reclaim 512 bytes |
+| 19 | **Derive (lineage)** | `derive` | Snapshot child with parent provenance, depth 0→1 |
+| 20 | **COW branch + freeze** | `freeze` + `branch` | Staging env with experimental 'sentinel' agent |
+| 21 | **AGI container** | `AgiContainerBuilder` + `ParsedAgiManifest` | Full manifest: model, orchestrator, tools, eval, policy |
+| 22 | **Segment directory** | `segment_dir` | Raw segment inventory (VEC, WASM, KERN, EBPF, DASH) |
+| 23 | **Witness chain** | `create_witness_chain` + `verify` | 17-entry cryptographic audit trail |
+| 24 | **Persistence** | `close` + `open_readonly` | Round-trip with file ID, WASM, kernel, eBPF, dashboard preservation |
+
+## Registry Contents
+
+| Component | Count | Description |
+|-----------|------:|-------------|
+| **Hands** | 7 | Autonomous agents (Clip, Lead, Collector, Predictor, Researcher, Twitter, Browser) |
+| **Tools** | 38 | Built-in capabilities across 13 categories |
+| **Channels** | 20 | Messaging adapters (Telegram, Discord, Slack, WhatsApp, etc.) |
+| **Total** | 65 | All searchable in one vector space |
+
+## Metadata Schema
+
+| Field ID | Constant | Name | Type | Applies To |
+|:--------:|----------|------|------|------------|
+| 0 | `F_TYPE` | component_type | String | All (`"hand"`, `"tool"`, `"channel"`) |
+| 1 | `F_NAME` | name | String | All |
+| 2 | `F_DOMAIN` | domain / category / protocol | String | All |
+| 3 | `F_TIER` | tier | U64 (1-4) | Hands only |
+| 4 | `F_SEC` | security_level | U64 (0-100) | Hands only |
+
+## Hands
+
+| Hand | Domain | Tier | Security |
+|------|--------|:----:|:--------:|
+| clip | video-processing | 3 | 60 |
+| lead | sales-automation | 2 | 70 |
+| collector | osint-intelligence | 4 | 90 |
+| predictor | forecasting | 3 | 80 |
+| researcher | fact-checking | 3 | 75 |
+| twitter | social-media | 2 | 65 |
+| browser | web-automation | 4 | 95 |
+
+## Tool Categories (13)
+
+`browser`, `communication`, `database`, `document`, `filesystem`, `inference`, `integration`, `memory`, `network`, `scheduling`, `security`, `system`, `transform`
+
+## Channel Adapters (20)
+
+Telegram, Discord, Slack, WhatsApp, Signal, Matrix, Email (SMTP/IMAP), Teams, Google Chat, LinkedIn, Twitter/X, Mastodon, Bluesky, Reddit, IRC, XMPP, Webhooks (in/out), gRPC
+
+## Architecture Notes
+
+### Vector Biasing
+
+Tools and channels use `category_bias()` — a hash-based offset on the first 16 dimensions — so same-category items cluster in vector space. Hands use tier-proportional bias (`tier * 0.1`).
+
+### Quality Envelope (Step 6)
+
+`query_with_envelope` returns a `QualityEnvelope` containing:
+- `ResponseQuality` — Verified, Approximate, Degraded, or Unreliable
+- `SearchEvidenceSummary` — HNSW vs. safety-net candidate counts
+- `BudgetReport` — time budget consumption in microseconds
+- Optional `DegradationReport` if quality falls below threshold
+
+### Audited Queries (Step 7)
+
+`query_audited` works like `query` but auto-appends a `COMPUTATION` witness entry to the store's on-disk witness chain. Used for compliance-grade audit trails where every search must be recorded.
+
+### Membership Filter (Step 11)
+
+A dense bitmap that controls vector visibility:
+- **Include mode**: only IDs in the bitmap are visible (tenant isolation)
+- **Exclude mode**: IDs in the bitmap are hidden (access revocation)
+- Serializes to compact bytes for network transfer between nodes
+
+### DoS Hardening (Step 12)
+
+Three-layer defense:
+1. **BudgetTokenBucket** — rate-limits distance ops per time window
+2. **NegativeCache** — blacklists query signatures that trigger degenerate search >N times
+3. **ProofOfWork** — optional computational challenge (FNV-1a hash with leading-zero difficulty)
+
+### Adversarial Detection (Step 13)
+
+Detects attack vectors where all centroid distances are nearly uniform (CV < 0.05), indicating the query is designed to force exhaustive search. The `adaptive_n_probe` function widens search when degenerate distributions are detected.
+
+### Segment Embedding (Steps 14-17)
+
+Four segment types can be embedded into the RVF file:
+- **WASM** — query engine microkernel or interpreter (enables self-bootstrapping)
+- **Kernel** — Linux image with cmdline and API port binding
+- **eBPF** — socket filter or XDP programs for kernel-level acceleration
+- **Dashboard** — HTML/JS bundle for browser-based registry visualization
+
+All survive close/reopen and can be extracted with `extract_*` methods.
+
+### AGI Container (Step 21)
+
+`AgiContainerBuilder` packages the entire agent OS into a self-describing manifest:
+- Model pinning (`claude-opus-4-6`)
+- Orchestrator config (Claude Code + Claude Flow)
+- Tool registry, agent prompts, eval suite, grading rules
+- Policy, skill library, project instructions
+- Segment inventory (kernel, WASM, vectors, witnesses)
+- Offline capability flag
+
+`ParsedAgiManifest` provides zero-copy parsing and `is_autonomous_capable()` validation.
+
+### Delete + Compact Lifecycle (Step 18)
+
+1. `delete(&[id])` — soft-delete (tombstone), dead_ratio increases
+2. `compact()` — rewrites store, reclaims dead space
+3. Post-delete queries confirm the vector is gone
+
+### COW Branching (Step 20)
+
+1. `freeze()` — immutable baseline
+2. `branch()` — COW child inheriting all parent vectors
+3. Writes to child allocate local clusters only
+4. `cow_stats()` reports cluster-level copy-on-write telemetry
+
+### Lineage (Step 19)
+
+`derive()` creates a child with:
+- New `file_id`, parent's `file_id` as `parent_id`
+- `lineage_depth` incremented (0 → 1)
+- Provenance chain cryptographically verifiable
+
+## About OpenFang
+
+[OpenFang](https://openfang.sh) by RightNow AI is a Rust-based Agent Operating System — 137K lines of code across 14 crates, compiling to a single ~32 MB binary. It runs autonomous agents 24/7 with 16 security systems, 27 LLM providers, and 40 channel adapters.
+
+- GitHub: [RightNow-AI/openfang](https://github.com/RightNow-AI/openfang)
+- License: MIT / Apache 2.0
diff --git a/examples/rvf/examples/openfang.rs b/examples/rvf/examples/openfang.rs
new file mode 100644
index 000000000..ac9fc5158
--- /dev/null
+++ b/examples/rvf/examples/openfang.rs
@@ -0,0 +1,841 @@
+//! OpenFang Agent OS — RVF Knowledge Base (Full Surface)
+//!
+//! Exercises **every major RVF capability** against a realistic agent-OS
+//! registry: vector ingestion, filtered queries, quality envelopes, audited
+//! queries, delete + compact, lineage derivation, COW branching, segment
+//! embedding (WASM, kernel, eBPF, dashboard), membership filters, DoS
+//! hardening, adversarial detection, AGI container packaging, file identity,
+//! segment directory, witness chain, and persistence.
+//!
+//! Run with:
+//!   cargo run --example openfang
+
+use std::time::Duration;
+
+use rvf_crypto::{create_witness_chain, shake256_256, verify_witness_chain, WitnessEntry};
+use rvf_runtime::adversarial::{centroid_distance_cv, is_degenerate_distribution};
+use rvf_runtime::filter::FilterValue;
+use rvf_runtime::options::DistanceMetric;
+use rvf_runtime::{
+    AgiContainerBuilder, BudgetTokenBucket, FilterExpr, MembershipFilter, MetadataEntry,
+    MetadataValue, NegativeCache, ParsedAgiManifest, ProofOfWork, QueryOptions, QuerySignature,
+    RvfOptions, RvfStore, SearchResult,
+};
+use rvf_types::agi_container::ContainerSegments;
+use rvf_types::DerivationType;
+use tempfile::TempDir;
+
+// ---------------------------------------------------------------------------
+// Constants
+// ---------------------------------------------------------------------------
+
+const DIM: usize = 128;
+const K: usize = 5;
+
+const F_TYPE: u16 = 0;
+const F_NAME: u16 = 1;
+const F_DOMAIN: u16 = 2;
+const F_TIER: u16 = 3;
+const F_SEC: u16 = 4;
+
+// Segment type constants (from RVF file format)
+const SEG_VEC: u8 = 0x01;
+const SEG_MFST: u8 = 0x02;
+const SEG_JRNL: u8 = 0x03;
+const SEG_WITN: u8 = 0x04;
+const SEG_KERN: u8 = 0x05;
+const SEG_EBPF: u8 = 0x06;
+const SEG_EBPF2: u8 = 0x0F;
+const SEG_WASM: u8 = 0x10;
+const SEG_DASH: u8 = 0x11;
+
+// ---------------------------------------------------------------------------
+// Data definitions
+// ---------------------------------------------------------------------------
+
+struct Hand {
+    name: &'static str,
+    domain: &'static str,
+    tier: u64,
+    security: u64,
+}
+
+struct Tool {
+    name: &'static str,
+    category: &'static str,
+}
+
+struct Channel {
+    name: &'static str,
+    protocol: &'static str,
+}
+
+const HANDS: &[Hand] = &[
+    Hand { name: "clip",       domain: "video-processing",  tier: 3, security: 60 },
+    Hand { name: "lead",       domain: "sales-automation",   tier: 2, security: 70 },
+    Hand { name: "collector",  domain: "osint-intelligence", tier: 4, security: 90 },
+    Hand { name: "predictor",  domain: "forecasting",        tier: 3, security: 80 },
+    Hand { name: "researcher", domain: "fact-checking",      tier: 3, security: 75 },
+    Hand { name: "twitter",    domain: "social-media",       tier: 2, security: 65 },
+    Hand { name: "browser",    domain: "web-automation",     tier: 4, security: 95 },
+];
+
+const TOOLS: &[Tool] = &[
+    Tool { name: "http_fetch",       category: "network" },
+    Tool { name: "web_search",       category: "network" },
+    Tool { name: "web_scrape",       category: "network" },
+    Tool { name: "file_read",        category: "filesystem" },
+    Tool { name: "file_write",       category: "filesystem" },
+    Tool { name: "file_list",        category: "filesystem" },
+    Tool { name: "shell_exec",       category: "system" },
+    Tool { name: "process_spawn",    category: "system" },
+    Tool { name: "json_parse",       category: "transform" },
+    Tool { name: "json_format",      category: "transform" },
+    Tool { name: "csv_parse",        category: "transform" },
+    Tool { name: "regex_match",      category: "transform" },
+    Tool { name: "template_render",  category: "transform" },
+    Tool { name: "llm_complete",     category: "inference" },
+    Tool { name: "llm_embed",        category: "inference" },
+    Tool { name: "llm_classify",     category: "inference" },
+    Tool { name: "vector_store",     category: "memory" },
+    Tool { name: "vector_search",    category: "memory" },
+    Tool { name: "kv_get",           category: "memory" },
+    Tool { name: "kv_set",           category: "memory" },
+    Tool { name: "sql_query",        category: "database" },
+    Tool { name: "sql_execute",      category: "database" },
+    Tool { name: "screenshot",       category: "browser" },
+    Tool { name: "click_element",    category: "browser" },
+    Tool { name: "fill_form",        category: "browser" },
+    Tool { name: "navigate",         category: "browser" },
+    Tool { name: "pdf_extract",      category: "document" },
+    Tool { name: "ocr_image",        category: "document" },
+    Tool { name: "email_send",       category: "communication" },
+    Tool { name: "email_read",       category: "communication" },
+    Tool { name: "webhook_fire",     category: "integration" },
+    Tool { name: "api_call",         category: "integration" },
+    Tool { name: "schedule_cron",    category: "scheduling" },
+    Tool { name: "schedule_delay",   category: "scheduling" },
+    Tool { name: "crypto_sign",      category: "security" },
+    Tool { name: "crypto_verify",    category: "security" },
+    Tool { name: "secret_read",      category: "security" },
+    Tool { name: "audit_log",        category: "security" },
+];
+
+const CHANNELS: &[Channel] = &[
+    Channel { name: "telegram",      protocol: "bot-api" },
+    Channel { name: "discord",       protocol: "gateway" },
+    Channel { name: "slack",         protocol: "events-api" },
+    Channel { name: "whatsapp",      protocol: "cloud-api" },
+    Channel { name: "signal",        protocol: "signal-cli" },
+    Channel { name: "matrix",        protocol: "client-server" },
+    Channel { name: "email-smtp",    protocol: "smtp" },
+    Channel { name: "email-imap",    protocol: "imap" },
+    Channel { name: "teams",         protocol: "graph-api" },
+    Channel { name: "google-chat",   protocol: "chat-api" },
+    Channel { name: "linkedin",      protocol: "rest-api" },
+    Channel { name: "twitter-x",     protocol: "api-v2" },
+    Channel { name: "mastodon",      protocol: "activitypub" },
+    Channel { name: "bluesky",       protocol: "at-proto" },
+    Channel { name: "reddit",        protocol: "oauth-api" },
+    Channel { name: "irc",           protocol: "irc-v3" },
+    Channel { name: "xmpp",         protocol: "xmpp-core" },
+    Channel { name: "webhook-in",    protocol: "http-post" },
+    Channel { name: "webhook-out",   protocol: "http-post" },
+    Channel { name: "grpc",          protocol: "grpc" },
+];
+
+// ---------------------------------------------------------------------------
+// Helpers
+// ---------------------------------------------------------------------------
+
+fn random_vector(seed: u64) -> Vec<f32> {
+    let mut v = Vec::with_capacity(DIM);
+    let mut x = seed.wrapping_add(1);
+    for _ in 0..DIM {
+        x = x.wrapping_mul(6364136223846793005).wrapping_add(1442695040888963407);
+        v.push(((x >> 33) as f32) / (u32::MAX as f32) - 0.5);
+    }
+    v
+}
+
+fn biased_vector(seed: u64, bias: f32) -> Vec<f32> {
+    let mut v = random_vector(seed);
+    for d in v.iter_mut().take(16) {
+        *d += bias;
+    }
+    v
+}
+
+fn category_bias(cat: &str) -> f32 {
+    let h = cat.bytes().fold(0u32, |a, b| a.wrapping_mul(31).wrapping_add(b as u32));
+    ((h % 200) as f32 - 100.0) * 0.003
+}
+
+fn push_meta(out: &mut Vec<MetadataEntry>, fid: u16, val: MetadataValue) {
+    out.push(MetadataEntry { field_id: fid, value: val });
+}
+
+fn sv(s: &str) -> MetadataValue {
+    MetadataValue::String(s.to_string())
+}
+
+fn hex(bytes: &[u8]) -> String {
+    use std::fmt::Write;
+    let mut s = String::with_capacity(bytes.len() * 2);
+    for b in bytes {
+        let _ = write!(s, "{:02x}", b);
+    }
+    s
+}
+
+fn witness(entries: &mut Vec<WitnessEntry>, action: &str, ts_ns: u64, wtype: u8) {
+    entries.push(WitnessEntry {
+        prev_hash: [0u8; 32],
+        action_hash: shake256_256(action.as_bytes()),
+        timestamp_ns: ts_ns,
+        witness_type: wtype,
+    });
+}
+
+// ---------------------------------------------------------------------------
+// Registry
+// ---------------------------------------------------------------------------
+
+struct Registry {
+    hand_base: u64,
+    hand_count: u64,
+    tool_base: u64,
+    tool_count: u64,
+    channel_base: u64,
+    channel_count: u64,
+}
+
+impl Registry {
+    fn new() -> Self {
+        let hc = HANDS.len() as u64;
+        let tc = TOOLS.len() as u64;
+        let cc = CHANNELS.len() as u64;
+        Self { hand_base: 0, hand_count: hc, tool_base: hc, tool_count: tc, channel_base: hc + tc, channel_count: cc }
+    }
+    fn total(&self) -> u64 { self.hand_count + self.tool_count + self.channel_count }
+    fn identify(&self, id: u64) -> (&'static str, &'static str) {
+        if id >= self.channel_base && id < self.channel_base + self.channel_count {
+            ("channel", CHANNELS[(id - self.channel_base) as usize].name)
+        } else if id >= self.tool_base && id < self.tool_base + self.tool_count {
+            ("tool", TOOLS[(id - self.tool_base) as usize].name)
+        } else if id >= self.hand_base && id < self.hand_base + self.hand_count {
+            ("hand", HANDS[(id - self.hand_base) as usize].name)
+        } else {
+            ("unknown", "???")
+        }
+    }
+}
+
+fn print_results(results: &[SearchResult], reg: &Registry) {
+    println!("    {:>4}  {:>10}  {:>8}  {:>20}", "ID", "Distance", "Type", "Name");
+    println!("    {:->4}  {:->10}  {:->8}  {:->20}", "", "", "", "");
+    for r in results {
+        let (ty, nm) = reg.identify(r.id);
+        println!("    {:>4}  {:>10.4}  {:>8}  {:>20}", r.id, r.distance, ty, nm);
+    }
+}
+
+// ---------------------------------------------------------------------------
+// Main
+// ---------------------------------------------------------------------------
+
+fn main() {
+    println!("=== OpenFang Agent OS — RVF Full Surface Demo ===\n");
+
+    let reg = Registry::new();
+    let tmp = TempDir::new().expect("tmpdir");
+    let store_path = tmp.path().join("openfang.rvf");
+    let branch_path = tmp.path().join("openfang-staging.rvf");
+    let derived_path = tmp.path().join("openfang-snapshot.rvf");
+
+    let opts = RvfOptions {
+        dimension: DIM as u16,
+        metric: DistanceMetric::L2,
+        ..Default::default()
+    };
+
+    let mut wit: Vec<WitnessEntry> = Vec::new();
+
+    // -----------------------------------------------------------------------
+    // 1. Create store
+    // -----------------------------------------------------------------------
+    println!("--- 1. Create Registry ---");
+    let mut store = RvfStore::create(&store_path, opts).expect("create");
+    println!("  Store: {:?}  ({}d, L2)", store_path, DIM);
+    println!("  File ID: {}", hex(&store.file_id()[..8]));
+    println!("  Lineage depth: {}", store.lineage_depth());
+
+    // -----------------------------------------------------------------------
+    // 2. Register Hands
+    // -----------------------------------------------------------------------
+    println!("\n--- 2. Register Hands ({}) ---", HANDS.len());
+    {
+        // Seeds: hands [100..218], tools [500..1647], channels [1000..1817] — non-overlapping
+        let vecs: Vec<Vec<f32>> = HANDS.iter().enumerate()
+            .map(|(i, h)| biased_vector(i as u64 * 17 + 100, h.tier as f32 * 0.1))
+            .collect();
+        let refs: Vec<&[f32]> = vecs.iter().map(|v| v.as_slice()).collect();
+        let ids: Vec<u64> = (reg.hand_base..reg.hand_base + reg.hand_count).collect();
+        let mut meta = Vec::with_capacity(HANDS.len() * 5);
+        for h in HANDS {
+            push_meta(&mut meta, F_TYPE, sv("hand"));
+            push_meta(&mut meta, F_NAME, sv(h.name));
+            push_meta(&mut meta, F_DOMAIN, sv(h.domain));
+            push_meta(&mut meta, F_TIER, MetadataValue::U64(h.tier));
+            push_meta(&mut meta, F_SEC, MetadataValue::U64(h.security));
+        }
+        let r = store.ingest_batch(&refs, &ids, Some(&meta)).expect("ingest hands");
+        println!("  Ingested {} hands (epoch {})", r.accepted, r.epoch);
+        for h in HANDS {
+            println!("    {:12} {:22} tier={} sec={}", h.name, h.domain, h.tier, h.security);
+        }
+    }
+    witness(&mut wit, &format!("REGISTER_HANDS:{}", HANDS.len()), 1_709_000_000_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 3. Register Tools
+    // -----------------------------------------------------------------------
+    println!("\n--- 3. Register Tools ({}) ---", TOOLS.len());
+    {
+        let vecs: Vec<Vec<f32>> = TOOLS.iter().enumerate()
+            .map(|(i, t)| biased_vector(i as u64 * 31 + 500, category_bias(t.category)))
+            .collect();
+        let refs: Vec<&[f32]> = vecs.iter().map(|v| v.as_slice()).collect();
+        let ids: Vec<u64> = (reg.tool_base..reg.tool_base + reg.tool_count).collect();
+        let mut meta = Vec::with_capacity(TOOLS.len() * 3);
+        for t in TOOLS {
+            push_meta(&mut meta, F_TYPE, sv("tool"));
+            push_meta(&mut meta, F_NAME, sv(t.name));
+            push_meta(&mut meta, F_DOMAIN, sv(t.category));
+        }
+        let r = store.ingest_batch(&refs, &ids, Some(&meta)).expect("ingest tools");
+        println!("  Ingested {} tools (epoch {})", r.accepted, r.epoch);
+        let mut cats: Vec<&str> = TOOLS.iter().map(|t| t.category).collect();
+        cats.sort_unstable();
+        cats.dedup();
+        for c in &cats {
+            let ns: Vec<&str> = TOOLS.iter().filter(|t| t.category == *c).map(|t| t.name).collect();
+            println!("    [{:14}] {}", c, ns.join(", "));
+        }
+    }
+    witness(&mut wit, &format!("REGISTER_TOOLS:{}", TOOLS.len()), 1_709_000_001_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 4. Register Channels
+    // -----------------------------------------------------------------------
+    println!("\n--- 4. Register Channels ({}) ---", CHANNELS.len());
+    {
+        let vecs: Vec<Vec<f32>> = CHANNELS.iter().enumerate()
+            .map(|(i, c)| biased_vector(i as u64 * 43 + 1000, category_bias(c.protocol)))
+            .collect();
+        let refs: Vec<&[f32]> = vecs.iter().map(|v| v.as_slice()).collect();
+        let ids: Vec<u64> = (reg.channel_base..reg.channel_base + reg.channel_count).collect();
+        let mut meta = Vec::with_capacity(CHANNELS.len() * 3);
+        for c in CHANNELS {
+            push_meta(&mut meta, F_TYPE, sv("channel"));
+            push_meta(&mut meta, F_NAME, sv(c.name));
+            push_meta(&mut meta, F_DOMAIN, sv(c.protocol));
+        }
+        let r = store.ingest_batch(&refs, &ids, Some(&meta)).expect("ingest channels");
+        println!("  Ingested {} channels (epoch {})", r.accepted, r.epoch);
+        for c in CHANNELS {
+            println!("    {:14} ({})", c.name, c.protocol);
+        }
+    }
+    witness(&mut wit, &format!("REGISTER_CHANNELS:{}", CHANNELS.len()), 1_709_000_002_000_000_000, 0x01);
+
+    println!("\n  Total registry: {} components", reg.total());
+
+    // -----------------------------------------------------------------------
+    // 5. Task routing — unfiltered + hands-only
+    // -----------------------------------------------------------------------
+    println!("\n--- 5. Task Routing ---");
+    let query = biased_vector(42, 0.3);
+
+    let all = store.query(&query, K, &QueryOptions::default()).expect("query");
+    println!("  Unfiltered top-{}:", K);
+    print_results(&all, &reg);
+
+    let hands_only = QueryOptions {
+        filter: Some(FilterExpr::Eq(F_TYPE, FilterValue::String("hand".into()))),
+        ..Default::default()
+    };
+    let hand_res = store.query(&query, K, &hands_only).expect("query hands");
+    println!("\n  Hands only:");
+    print_results(&hand_res, &reg);
+    witness(&mut wit, "ROUTE_TASK:k=5", 1_709_000_010_000_000_000, 0x02);
+
+    // -----------------------------------------------------------------------
+    // 6. Quality envelope query
+    // -----------------------------------------------------------------------
+    println!("\n--- 6. Quality Envelope ---");
+    let envelope = store.query_with_envelope(&query, K, &QueryOptions::default())
+        .expect("envelope query");
+    println!("  Quality: {:?}", envelope.quality);
+    println!("  HNSW candidates: {}", envelope.evidence.hnsw_candidate_count);
+    println!("  Safety-net candidates: {}", envelope.evidence.safety_net_candidate_count);
+    println!("  Budget total_us: {}", envelope.budgets.total_us);
+    println!("  Results: {} (top match: id={}, d={:.4})",
+        envelope.results.len(),
+        envelope.results.first().map_or(0, |r| r.id),
+        envelope.results.first().map_or(0.0, |r| r.distance));
+    witness(&mut wit, "QUERY_ENVELOPE:k=5", 1_709_000_011_000_000_000, 0x02);
+
+    // -----------------------------------------------------------------------
+    // 7. Audited query (auto-appends witness)
+    // -----------------------------------------------------------------------
+    println!("\n--- 7. Audited Query ---");
+    let audited = store.query_audited(&query, K, &QueryOptions::default())
+        .expect("audited query");
+    println!("  Returned {} results (witness auto-appended to store)", audited.len());
+    println!("  Store witness hash: {}", hex(&store.last_witness_hash()[..8]));
+    witness(&mut wit, "QUERY_AUDITED:k=5", 1_709_000_012_000_000_000, 0x02);
+
+    // -----------------------------------------------------------------------
+    // 8. Security + tier filters
+    // -----------------------------------------------------------------------
+    println!("\n--- 8. Security Filter (sec >= 80) ---");
+    let sec_res = store.query(&query, K, &QueryOptions {
+        filter: Some(FilterExpr::And(vec![
+            FilterExpr::Eq(F_TYPE, FilterValue::String("hand".into())),
+            FilterExpr::Ge(F_SEC, FilterValue::U64(80)),
+        ])),
+        ..Default::default()
+    }).expect("sec query");
+    print_results(&sec_res, &reg);
+    println!("  {} agents pass threshold", sec_res.len());
+
+    println!("\n--- 9. Tier-4 Autonomous Agents ---");
+    let tier_res = store.query(&query, K, &QueryOptions {
+        filter: Some(FilterExpr::And(vec![
+            FilterExpr::Eq(F_TYPE, FilterValue::String("hand".into())),
+            FilterExpr::Eq(F_TIER, FilterValue::U64(4)),
+        ])),
+        ..Default::default()
+    }).expect("tier query");
+    print_results(&tier_res, &reg);
+
+    println!("\n--- 10. Security Tool Discovery ---");
+    let tool_res = store.query(&query, 10, &QueryOptions {
+        filter: Some(FilterExpr::And(vec![
+            FilterExpr::Eq(F_TYPE, FilterValue::String("tool".into())),
+            FilterExpr::Eq(F_DOMAIN, FilterValue::String("security".into())),
+        ])),
+        ..Default::default()
+    }).expect("tool query");
+    print_results(&tool_res, &reg);
+
+    // -----------------------------------------------------------------------
+    // 11. Membership filter — multi-tenant isolation
+    // -----------------------------------------------------------------------
+    println!("\n--- 11. Membership Filter (tenant isolation) ---");
+    {
+        let mut mf = MembershipFilter::new_include(reg.total());
+        // Tenant A can only see tools (IDs 7..44)
+        for id in reg.tool_base..reg.tool_base + reg.tool_count {
+            mf.add(id);
+        }
+        println!("  Created include-mode filter: {} members of {} total",
+            mf.member_count(), reg.total());
+        println!("  Mode: {:?}, generation: {}", mf.mode(), mf.generation_id());
+
+        // Verify containment
+        let hand_visible = mf.contains(0); // clip hand
+        let tool_visible = mf.contains(reg.tool_base); // http_fetch tool
+        println!("  Hand 'clip' visible: {}  (expect false)", hand_visible);
+        println!("  Tool 'http_fetch' visible: {}  (expect true)", tool_visible);
+        assert!(!hand_visible);
+        assert!(tool_visible);
+
+        let serialized = mf.serialize();
+        println!("  Serialized filter: {} bytes", serialized.len());
+    }
+    witness(&mut wit, "MEMBERSHIP_FILTER:tenant", 1_709_000_015_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 12. DoS hardening — token bucket + negative cache + proof-of-work
+    // -----------------------------------------------------------------------
+    println!("\n--- 12. DoS Hardening ---");
+    {
+        // Token bucket: 1000 ops per second
+        let mut bucket = BudgetTokenBucket::new(1000, Duration::from_secs(1));
+        let cost = (K as u64) * (reg.total()); // k * N distance ops
+        match bucket.try_consume(cost) {
+            Ok(remaining) => println!("  Token bucket: consumed {} ops, {} remaining", cost, remaining),
+            Err(deficit) => println!("  Token bucket: REJECTED (need {} more tokens)", deficit),
+        }
+
+        // Query signature + negative cache
+        let sig = QuerySignature::from_query(&query);
+        let mut neg_cache = NegativeCache::new(3, Duration::from_secs(60), 1000);
+        let bl1 = neg_cache.record_degenerate(sig);
+        let bl2 = neg_cache.record_degenerate(sig);
+        let bl3 = neg_cache.record_degenerate(sig); // 3rd hit -> blacklisted
+        println!("  Negative cache: hit1={} hit2={} hit3(blacklist)={}", bl1, bl2, bl3);
+        println!("  Signature blacklisted: {}", neg_cache.is_blacklisted(&sig));
+
+        // Proof-of-work
+        let pow = ProofOfWork {
+            challenge: [0x4F, 0x50, 0x45, 0x4E, 0x46, 0x41, 0x4E, 0x47, // "OPENFANG"
+                        0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00],
+            difficulty: 8,
+        };
+        match pow.solve() {
+            Some(nonce) => {
+                let valid = pow.verify(nonce);
+                println!("  PoW (d=8): solved nonce={}, valid={}", nonce, valid);
+            }
+            None => println!("  PoW: no solution found within limit"),
+        }
+    }
+    witness(&mut wit, "DOS_HARDENING:bucket+cache+pow", 1_709_000_016_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 13. Adversarial detection
+    // -----------------------------------------------------------------------
+    println!("\n--- 13. Adversarial Detection ---");
+    {
+        // Natural distances — extract from query results
+        let natural: Vec<f32> = all.iter().map(|r| r.distance).collect();
+        let cv_natural = centroid_distance_cv(&natural, K);
+        let degen_natural = is_degenerate_distribution(&natural, K);
+        println!("  Natural query distances: {:?}", natural.iter().map(|d| format!("{:.2}", d)).collect::<Vec<_>>());
+        println!("  CV={:.4}, degenerate={}", cv_natural, degen_natural);
+
+        // Adversarial — uniform distances (attack vector)
+        let uniform = vec![5.0f32; 100];
+        let cv_uniform = centroid_distance_cv(&uniform, K);
+        let degen_uniform = is_degenerate_distribution(&uniform, K);
+        println!("  Uniform distances (simulated attack):");
+        println!("  CV={:.4}, degenerate={}", cv_uniform, degen_uniform);
+        assert!(degen_uniform, "uniform should be degenerate");
+    }
+    witness(&mut wit, "ADVERSARIAL:detect", 1_709_000_017_000_000_000, 0x02);
+
+    // -----------------------------------------------------------------------
+    // 14. Embed WASM module (query engine microkernel)
+    // -----------------------------------------------------------------------
+    println!("\n--- 14. Embed WASM Module ---");
+    let fake_wasm = b"\x00asm\x01\x00\x00\x00"; // minimal WASM header
+    let wasm_seg = store.embed_wasm(
+        0x02,   // role: Microkernel
+        0x01,   // target: wasm32
+        0x0000, // no required features
+        fake_wasm,
+        1,      // export_count
+        1,      // bootstrap_priority
+        0,      // interpreter_type
+    ).expect("embed wasm");
+    println!("  Embedded WASM microkernel: seg_id={}, {} bytes", wasm_seg, fake_wasm.len());
+    println!("  Self-bootstrapping: {}", store.is_self_bootstrapping());
+
+    // Extract and verify round-trip
+    let (hdr, bytecode) = store.extract_wasm().expect("extract wasm").expect("wasm present");
+    println!("  Extracted: header={} bytes, bytecode={} bytes", hdr.len(), bytecode.len());
+    assert_eq!(&bytecode, fake_wasm);
+    witness(&mut wit, "EMBED_WASM:microkernel", 1_709_000_018_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 15. Embed kernel image
+    // -----------------------------------------------------------------------
+    println!("\n--- 15. Embed Kernel ---");
+    let fake_kernel = b"bzImage-openfang-v1.0-minimal";
+    let kern_seg = store.embed_kernel(
+        0x01,   // arch: x86_64
+        0x01,   // kernel_type: linux
+        0x0000, // flags
+        fake_kernel,
+        8080,   // api_port
+        Some("console=ttyS0 root=/dev/vda rw"),
+    ).expect("embed kernel");
+    println!("  Embedded kernel: seg_id={}, {} bytes, port=8080", kern_seg, fake_kernel.len());
+
+    let (khdr, kpayload) = store.extract_kernel().expect("extract kernel").expect("kernel present");
+    println!("  Extracted: header={} bytes, payload={} bytes", khdr.len(), kpayload.len());
+    // Payload contains cmdline + image; verify image bytes are present
+    assert!(kpayload.windows(fake_kernel.len()).any(|w| w == fake_kernel),
+        "kernel image not found in extracted payload");
+    witness(&mut wit, "EMBED_KERNEL:linux", 1_709_000_019_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 16. Embed eBPF program
+    // -----------------------------------------------------------------------
+    println!("\n--- 16. Embed eBPF ---");
+    // 8 bytes = 1 eBPF instruction (mov64 r0, 0; exit)
+    let fake_ebpf = &[0xb7, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00u8,
+                       0x95, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00];
+    let ebpf_seg = store.embed_ebpf(
+        0x01,       // program_type: socket_filter
+        0x01,       // attach_type: ingress
+        DIM as u16, // max_dimension
+        fake_ebpf,
+        None,       // no BTF
+    ).expect("embed ebpf");
+    println!("  Embedded eBPF: seg_id={}, {} bytes (2 insns)", ebpf_seg, fake_ebpf.len());
+
+    let (ehdr, eprog) = store.extract_ebpf().expect("extract ebpf").expect("ebpf present");
+    println!("  Extracted: header={} bytes, program={} bytes", ehdr.len(), eprog.len());
+    assert_eq!(&eprog, fake_ebpf);
+    witness(&mut wit, "EMBED_EBPF:filter", 1_709_000_019_500_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 17. Embed dashboard
+    // -----------------------------------------------------------------------
+    println!("\n--- 17. Embed Dashboard ---");
+    let dashboard_html = br#"<!DOCTYPE html>
+<html><head><title>OpenFang Registry</title></head>
+<body><h1>OpenFang Agent Registry Dashboard</h1>
+<p>7 Hands | 38 Tools | 20 Channels</p></body></html>"#;
+    let dash_seg = store.embed_dashboard(
+        0x01, // ui_framework: vanilla HTML
+        dashboard_html,
+        "index.html",
+    ).expect("embed dashboard");
+    println!("  Embedded dashboard: seg_id={}, {} bytes", dash_seg, dashboard_html.len());
+
+    let (dhdr, dbundle) = store.extract_dashboard().expect("extract dash").expect("dash present");
+    println!("  Extracted: header={} bytes, bundle={} bytes", dhdr.len(), dbundle.len());
+    assert_eq!(&dbundle, dashboard_html);
+    witness(&mut wit, "EMBED_DASHBOARD:html", 1_709_000_019_800_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 18. Delete + Compact
+    // -----------------------------------------------------------------------
+    println!("\n--- 18. Delete + Compact (decommission 'twitter') ---");
+    let twitter_id = HANDS.iter().position(|h| h.name == "twitter").unwrap() as u64 + reg.hand_base;
+    let st_before = store.status();
+    println!("  Before: {} vectors, {} bytes, dead={:.2}",
+        st_before.total_vectors, st_before.file_size, st_before.dead_space_ratio);
+
+    let del = store.delete(&[twitter_id]).expect("delete");
+    println!("  Deleted {} vector(s) (epoch {})", del.deleted, del.epoch);
+
+    let comp = store.compact().expect("compact");
+    println!("  Compacted: {} segments, {} bytes reclaimed (epoch {})",
+        comp.segments_compacted, comp.bytes_reclaimed, comp.epoch);
+
+    let st_after = store.status();
+    println!("  After: {} vectors, {} bytes, dead={:.2}",
+        st_after.total_vectors, st_after.file_size, st_after.dead_space_ratio);
+
+    let post_del = store.query(&query, K, &hands_only).expect("post-delete");
+    for r in &post_del {
+        assert_ne!(r.id, twitter_id, "twitter should be deleted");
+    }
+    println!("  Verified: 'twitter' absent from results");
+    witness(&mut wit, "DELETE+COMPACT:twitter", 1_709_000_020_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 19. Derive (lineage snapshot)
+    // -----------------------------------------------------------------------
+    println!("\n--- 19. Derive (Lineage Snapshot) ---");
+    let parent_fid = hex(&store.file_id()[..8]);
+    let parent_depth = store.lineage_depth();
+
+    let child = store.derive(&derived_path, DerivationType::Snapshot, None).expect("derive");
+    let child_fid = hex(&child.file_id()[..8]);
+    let child_parent = hex(&child.parent_id()[..8]);
+    let child_depth = child.lineage_depth();
+
+    println!("  Parent:  fid={}  depth={}", parent_fid, parent_depth);
+    println!("  Child:   fid={}  depth={}", child_fid, child_depth);
+    println!("  Lineage: parent_id matches = {}", child_parent == parent_fid);
+    assert_eq!(child_depth, parent_depth + 1);
+    child.close().expect("close child");
+    witness(&mut wit, "DERIVE:snapshot", 1_709_000_030_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 20. COW Branch + freeze
+    // -----------------------------------------------------------------------
+    println!("\n--- 20. COW Branch (Staging) ---");
+    store.freeze().expect("freeze");
+    println!("  Parent frozen");
+
+    let mut staging = store.branch(&branch_path).expect("branch");
+    println!("  Branch: cow_child={}", staging.is_cow_child());
+    if let Some(stats) = staging.cow_stats() {
+        println!("  COW: {} clusters, {} local", stats.cluster_count, stats.local_cluster_count);
+    }
+
+    let exp_id = reg.total();
+    let exp_vec = biased_vector(9999, 0.5);
+    let mut exp_meta = Vec::with_capacity(5);
+    push_meta(&mut exp_meta, F_TYPE, sv("hand"));
+    push_meta(&mut exp_meta, F_NAME, sv("sentinel"));
+    push_meta(&mut exp_meta, F_DOMAIN, sv("threat-detection"));
+    push_meta(&mut exp_meta, F_TIER, MetadataValue::U64(4));
+    push_meta(&mut exp_meta, F_SEC, MetadataValue::U64(99));
+
+    let exp_r = staging.ingest_batch(&[exp_vec.as_slice()], &[exp_id], Some(&exp_meta))
+        .expect("ingest sentinel");
+    println!("  Added 'sentinel' to staging (epoch {})", exp_r.epoch);
+    println!("  Staging: {} vectors (parent: {})", staging.status().total_vectors, st_after.total_vectors);
+
+    if let Some(stats) = staging.cow_stats() {
+        println!("  COW after write: {} clusters, {} local", stats.cluster_count, stats.local_cluster_count);
+    }
+    staging.close().expect("close staging");
+    witness(&mut wit, "COW_BRANCH:sentinel", 1_709_000_040_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 21. AGI Container manifest
+    // -----------------------------------------------------------------------
+    println!("\n--- 21. AGI Container ---");
+    {
+        let orchestrator = br#"{"claude_code":{"model":"claude-opus-4-6"},"claude_flow":{"topology":"hierarchical","max_agents":15}}"#;
+        let tool_reg = br#"[{"name":"rvf_query","type":"vector_search"},{"name":"rvf_route","type":"task_routing"}]"#;
+        let eval_tasks = br#"[{"id":1,"task":"route 1000 tasks under 10ms"}]"#;
+        let eval_graders = br#"[{"type":"latency_p99","threshold_ms":10}]"#;
+
+        let segs = ContainerSegments {
+            kernel_present: true,
+            kernel_size: fake_kernel.len() as u64,
+            wasm_count: 1,
+            wasm_total_size: fake_wasm.len() as u64,
+            vec_segment_count: 1,
+            witness_count: wit.len() as u32,
+            orchestrator_present: true,
+            world_model_present: true,
+            ..Default::default()
+        };
+
+        let builder = AgiContainerBuilder::new([0xFA; 16], [0x01; 16])
+            .with_model_id("claude-opus-4-6")
+            .with_policy(b"autonomous-level-4", [0xBB; 8])
+            .with_orchestrator(orchestrator)
+            .with_tool_registry(tool_reg)
+            .with_agent_prompts(b"You are an OpenFang routing agent.")
+            .with_eval_tasks(eval_tasks)
+            .with_eval_graders(eval_graders)
+            .with_skill_library(b"[]")
+            .with_project_instructions(b"# OpenFang CLAUDE.md\nRoute tasks to Hands.")
+            .with_domain_profile(b"agent-os-registry-v1")
+            .offline_capable()
+            .with_segments(segs);
+
+        let (payload, header) = builder.build().expect("build container");
+        println!("  Container: {} bytes", payload.len());
+        println!("  Magic valid: {}", header.is_valid_magic());
+        println!("  Flags: kernel={} orchestrator={} eval={} offline={} tools={}",
+            header.has_kernel(), header.has_orchestrator(),
+            header.flags & 0x10 != 0,  // bit 4: eval suite present
+            header.is_offline_capable(),
+            header.flags & 0x400 != 0); // bit 10: tool registry present
+
+        let parsed = ParsedAgiManifest::parse(&payload).expect("parse manifest");
+        println!("  Model: {:?}", parsed.model_id_str());
+        println!("  Autonomous capable: {}", parsed.is_autonomous_capable());
+        println!("  Orchestrator: {} bytes", parsed.orchestrator_config.map_or(0, |c| c.len()));
+        println!("  Tool registry: {} bytes", parsed.tool_registry.map_or(0, |c| c.len()));
+        println!("  Project instructions: {} bytes", parsed.project_instructions.map_or(0, |c| c.len()));
+    }
+    witness(&mut wit, "AGI_CONTAINER:build+parse", 1_709_000_050_000_000_000, 0x01);
+
+    // -----------------------------------------------------------------------
+    // 22. Segment directory
+    // -----------------------------------------------------------------------
+    println!("\n--- 22. Segment Directory ---");
+    let seg_dir: Vec<_> = store.segment_dir().to_vec();
+    println!("  {} segments:", seg_dir.len());
+    println!("    {:>6}  {:>8}  {:>8}  {:>6}", "SegID", "Offset", "Length", "Type");
+    println!("    {:->6}  {:->8}  {:->8}  {:->6}", "", "", "", "");
+    for &(seg_id, offset, length, seg_type) in &seg_dir {
+        let tname = match seg_type {
+            SEG_VEC  => "VEC",
+            SEG_MFST => "MFST",
+            SEG_JRNL => "JRNL",
+            SEG_WITN => "WITN",
+            SEG_KERN => "KERN",
+            SEG_EBPF => "EBPF",
+            SEG_EBPF2 => "EBPF2",
+            SEG_WASM => "WASM",
+            SEG_DASH => "DASH",
+            _ => "????",
+        };
+        println!("    {:>6}  {:>8}  {:>8}  {:>6}", seg_id, offset, length, tname);
+    }
+
+    // -----------------------------------------------------------------------
+    // 23. Witness chain
+    // -----------------------------------------------------------------------
+    println!("\n--- 23. Witness Chain ---");
+    let chain = create_witness_chain(&wit);
+    println!("  {} entries, {} bytes", wit.len(), chain.len());
+    println!("  Store witness hash: {}", hex(&store.last_witness_hash()[..8]));
+
+    match verify_witness_chain(&chain) {
+        Ok(verified) => {
+            println!("  Integrity: VALID\n");
+            let labels = [
+                "REGISTER_HANDS", "REGISTER_TOOLS", "REGISTER_CHANNELS",
+                "ROUTE_TASK", "QUERY_ENVELOPE", "QUERY_AUDITED",
+                "MEMBERSHIP", "DOS_HARDENING", "ADVERSARIAL",
+                "EMBED_WASM", "EMBED_KERNEL", "EMBED_EBPF", "EMBED_DASH",
+                "DELETE+COMPACT", "DERIVE", "COW_BRANCH", "AGI_CONTAINER",
+            ];
+            println!("    {:>2}  {:>4}  {:>22}  {}", "#", "Kind", "Timestamp", "Action");
+            println!("    {:->2}  {:->4}  {:->22}  {:->20}", "", "", "", "");
+            for (i, e) in verified.iter().enumerate() {
+                let t = if e.witness_type == 0x01 { "PROV" } else { "COMP" };
+                let l = labels.get(i).unwrap_or(&"???");
+                println!("    {:>2}  {:>4}  {:>22}  {}", i, t, e.timestamp_ns, l);
+            }
+        }
+        Err(e) => println!("  Integrity: FAILED ({:?})", e),
+    }
+
+    // -----------------------------------------------------------------------
+    // 24. Persistence
+    // -----------------------------------------------------------------------
+    println!("\n--- 24. Persistence ---");
+    // Capture baseline *after* delete+compact so the comparison is stable
+    let pre_close = store.query(&query, K, &QueryOptions::default()).expect("pre-close query");
+    let final_st = store.status();
+    println!("  Before: {} vectors, {} segments, {} bytes",
+        final_st.total_vectors, final_st.total_segments, final_st.file_size);
+    drop(store);
+
+    let reopened = RvfStore::open_readonly(&store_path).expect("reopen");
+    let reopen_st = reopened.status();
+    println!("  After:  {} vectors, epoch {}", reopen_st.total_vectors, reopen_st.current_epoch);
+    println!("  File ID preserved: {}", hex(&reopened.file_id()[..8]) == parent_fid);
+
+    // Verify segments survive persistence
+    let wasm_ok = reopened.extract_wasm().expect("re-extract wasm").is_some();
+    let kern_ok = reopened.extract_kernel().expect("re-extract kernel").is_some();
+    let ebpf_ok = reopened.extract_ebpf().expect("re-extract ebpf").is_some();
+    let dash_ok = reopened.extract_dashboard().expect("re-extract dash").is_some();
+    println!("  WASM={} Kernel={} eBPF={} Dashboard={}", wasm_ok, kern_ok, ebpf_ok, dash_ok);
+
+    let recheck = reopened.query(&query, K, &QueryOptions::default()).expect("recheck");
+    assert_eq!(pre_close.len(), recheck.len(), "count mismatch after reopen");
+    for (a, b) in pre_close.iter().zip(recheck.iter()) {
+        assert_eq!(a.id, b.id, "id mismatch after reopen");
+        assert!((a.distance - b.distance).abs() < 1e-6, "distance mismatch after reopen");
+    }
+    println!("  Persistence verified.");
+
+    // -----------------------------------------------------------------------
+    // Summary
+    // -----------------------------------------------------------------------
+    println!("\n=== Summary ===\n");
+    println!("  Registry:     {} hands + {} tools + {} channels = {}",
+        HANDS.len(), TOOLS.len(), CHANNELS.len(), reg.total());
+    println!("  Queries:      basic, filtered, envelope, audited");
+    println!("  Filters:      security (>=80), tier (==4), category, membership");
+    println!("  Segments:     VEC + WASM + KERN + EBPF + DASH = {} total", seg_dir.len());
+    println!("  Lifecycle:    delete + compact (twitter removed)");
+    println!("  Lineage:      derive depth {}, COW branch with sentinel", child_depth);
+    println!("  Security:     DoS bucket + negative cache + PoW + adversarial detect");
+    println!("  AGI:          container manifest (autonomous capable)");
+    println!("  Witness:      {} entries, chain verified", wit.len());
+    println!("  File:         {} bytes, {} segments, persistence verified",
+        final_st.file_size, final_st.total_segments);
+
+    println!("\nDone — {} RVF capabilities exercised.", 24);
+}