From 1a34767054c1f9641742993a0029ab62d5a7b753 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Mon, 6 Apr 2026 20:44:10 -0400
Subject: [PATCH 01/10] =?UTF-8?q?fix:=20P0+P1=20hotfix=20batch=20=E2=80=94?=
 =?UTF-8?q?=20KV-cache=20crash,=20default=20features,=20allowlist,=20syslo?=
 =?UTF-8?q?g,=20synthesis,=20tiering?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Fixes #147: KV-cache attention mask off-by-one crashes all live inference
  - Remove erroneous +1 from decode-step attention_len in both run_prompt
    and run_prompt_cached; hoist initial_cache_len so decode loop can
    account for prior cache padding.

Fixes #149: Default build has no inference features
  - Change cli/Cargo.toml default features from [] to [onnx] so cargo
    install produces a working --live binary out of the box.
  - Add compile-time bail when --live is used on a no-inference build.

Fixes #151: sc/wmic missing from Windows command allowlist
  - Add sc, wmic, schtasks to WINDOWS_COMMAND_ALLOWLIST so priv-esc-review
    and scheduled-task enumeration work on Windows.

Fixes #153: read_syslog dry-run defaults to README.md
  - Replace ./README.md fallback with platform-appropriate log path
    (/var/log/syslog on Linux, System.evtx on Windows).
  - Fix check_tool_precondition to use the same platform path.

Fixes #155: Basic tier final_answer is mechanical concatenation
  - Rewrite basic_tier_summary_for_task to group findings by severity,
    add cross-reference hints, deduplicate actions, and present
    prioritized recommendations.

Fixes #157: PARAM_BASIC_CEILING_B=2.0 too high
  - Lower threshold from 2.0 to 1.0 so 1B+ models (Qwen2.5-0.5B,
    Llama-3.2-1B) reach Moderate tier and actually use inference.
---
 cli/Cargo.toml                     |   2 +-
 cli/src/main.rs                    |   7 ++
 core_engine/src/agent.rs           |   9 +-
 core_engine/src/lib.rs             | 149 +++++++++++++++++++++++------
 cyber_tools/src/lib.rs             |   9 +-
 inference_bridge/src/lib.rs        |  10 +-
 inference_bridge/src/onnx_vitis.rs |  26 +++--
 7 files changed, 166 insertions(+), 46 deletions(-)

diff --git a/cli/Cargo.toml b/cli/Cargo.toml
index 6835b47..24aeb07 100644
--- a/cli/Cargo.toml
+++ b/cli/Cargo.toml
@@ -5,7 +5,7 @@ edition.workspace = true
 license.workspace = true
 
 [features]
-default = []
+default = ["onnx"]
 onnx = ["inference_bridge/onnx"]
 vitis = ["inference_bridge/vitis"]
 directml = ["inference_bridge/directml"]
diff --git a/cli/src/main.rs b/cli/src/main.rs
index b43afd7..e7c37b0 100644
--- a/cli/src/main.rs
+++ b/cli/src/main.rs
@@ -294,6 +294,13 @@ fn validate_live_runtime_preflight(runtime: &RuntimeConfig) -> Result<()> {
         return Ok(());
     }
 
+    // Fail fast when the binary was compiled without inference support (#149).
+    #[cfg(not(feature = "onnx"))]
+    bail!(
+        "Live inference requested but this binary was built without inference support. \
+         Rebuild with `--features onnx` (or `--features vitis`/`--features directml`)."
+    );
+
     if !runtime.model.is_file() {
         bail!(
             "Live mode model file not found: {}. Run '--doctor --live --introspection-format json' (or '--doctor --live --fix') and provide a readable --model path.",
diff --git a/core_engine/src/agent.rs b/core_engine/src/agent.rs
index 4f117c1..cc75b9c 100644
--- a/core_engine/src/agent.rs
+++ b/core_engine/src/agent.rs
@@ -351,9 +351,12 @@ impl<B: InferenceEngine> Agent<B> {
     fn check_tool_precondition(&self, tool_name: &str) -> bool {
         match tool_name {
             "read_syslog" => {
-                // Default path is ./agent.log — skip if it doesn't exist and
-                // the sandbox policy would deny access anyway.
-                let default_path = std::path::Path::new("./agent.log");
+                // Use a platform-appropriate default log path (#153).
+                let default_path = if cfg!(target_os = "windows") {
+                    std::path::Path::new("C:\\Windows\\System32\\winevt\\Logs\\System.evtx")
+                } else {
+                    std::path::Path::new("/var/log/syslog")
+                };
                 if !default_path.exists() {
                     return false;
                 }
diff --git a/core_engine/src/lib.rs b/core_engine/src/lib.rs
index 262569e..1b48807 100644
--- a/core_engine/src/lib.rs
+++ b/core_engine/src/lib.rs
@@ -1,6 +1,6 @@
 pub mod agent;
 
-use std::collections::HashSet;
+use std::collections::{HashMap, HashSet};
 
 use inference_bridge::ModelCapabilityProbe;
 use serde::{Deserialize, Serialize, Serializer};
@@ -101,7 +101,9 @@ static BUILTIN_TEMPLATES: [InvestigationTemplate; 7] = [
 // ── Capability tiering thresholds (const, easy to tune) ──
 
 /// Models below this parameter count (billions) are classified as Basic.
-const PARAM_BASIC_CEILING_B: f32 = 2.0;
+/// Lowered from 2.0 → 1.0 so common 1B+ models (Qwen2.5-0.5B overestimates
+/// to ~1.4B, Llama-3.2-1B at ~1.12B) reach Moderate tier and use inference (#157).
+const PARAM_BASIC_CEILING_B: f32 = 1.0;
 /// Models above this parameter count (billions) are classified as Strong.
 const PARAM_STRONG_FLOOR_B: f32 = 10.0;
 /// Latency above this (ms/tok) demotes to Basic.
@@ -1179,10 +1181,17 @@ pub fn basic_tier_summary_for_task(findings: &[Finding], task: Option<&str>) ->
         return format!("{prefix}\nFINDINGS:\n(none)\nRISK: info\nACTIONS:\n(none)");
     }
 
-    let max_sev = findings
-        .iter()
+    // Sort findings: highest severity first, then by confidence descending (#155).
+    let mut sorted: Vec<&Finding> = findings.iter().collect();
+    sorted.sort_by(|a, b| {
+        b.severity
+            .cmp(&a.severity)
+            .then_with(|| b.confidence.partial_cmp(&a.confidence).unwrap_or(std::cmp::Ordering::Equal))
+    });
+
+    let max_sev = sorted
+        .first()
         .map(|f| f.severity)
-        .max()
         .unwrap_or(FindingSeverity::Info);
 
     let distinct_tools: HashSet<&str> = findings
@@ -1190,34 +1199,94 @@ pub fn basic_tier_summary_for_task(findings: &[Finding], task: Option<&str>) ->
         .filter_map(|f| f.evidence_pointer.tool.as_deref())
         .collect();
 
+    // -- Header --
     let mut out = match task {
         Some(t) => format!(
-            "SUMMARY: Task \"{t}\" produced {} findings across {} tool(s). Maximum severity: {}.\nFINDINGS:\n",
-            findings.len(),
-            distinct_tools.len(),
-            max_sev.token()
+            "INVESTIGATION SUMMARY — \"{t}\"\n\
+             {total} findings across {tools} tool(s). Maximum severity: {sev}.\n\n",
+            total = findings.len(),
+            tools = distinct_tools.len(),
+            sev = max_sev.token().to_uppercase()
         ),
         None => format!(
-            "SUMMARY: {} findings detected. Maximum severity: {}.\nFINDINGS:\n",
-            findings.len(),
-            max_sev.token()
+            "INVESTIGATION SUMMARY\n\
+             {total} findings detected. Maximum severity: {sev}.\n\n",
+            total = findings.len(),
+            sev = max_sev.token().to_uppercase()
         ),
     };
 
-    for (i, f) in findings.iter().enumerate() {
-        out.push_str(&format!(
-            "{}. {} [{}] — {}\n",
-            i + 1,
-            f.title,
-            f.severity.token(),
-            f.recommended_action
-        ));
+    // -- Group by severity (highest first) --
+    let severity_order = [
+        FindingSeverity::Critical,
+        FindingSeverity::High,
+        FindingSeverity::Medium,
+        FindingSeverity::Low,
+        FindingSeverity::Info,
+    ];
+
+    for &sev in &severity_order {
+        let group: Vec<&&Finding> = sorted.iter().filter(|f| f.severity == sev).collect();
+        if group.is_empty() {
+            continue;
+        }
+        let header = match sev {
+            FindingSeverity::Critical => "🔴 CRITICAL",
+            FindingSeverity::High => "🟠 HIGH",
+            FindingSeverity::Medium => "🟡 MEDIUM",
+            FindingSeverity::Low => "🔵 LOW",
+            FindingSeverity::Info => "ℹ️  INFO",
+        };
+        out.push_str(&format!("── {} ({}) ──\n", header, group.len()));
+        for f in &group {
+            let tool_tag = f
+                .evidence_pointer
+                .tool
+                .as_deref()
+                .map(|t| format!(" [{}]", t))
+                .unwrap_or_default();
+            out.push_str(&format!(
+                "  • {}{} — {}\n",
+                f.title, tool_tag, f.recommended_action
+            ));
+        }
+        out.push('\n');
     }
 
-    out.push_str(&format!("RISK: {}\nACTIONS:\n", max_sev.token()));
+    // -- Cross-references: find tools whose findings overlap --
+    if distinct_tools.len() > 1 {
+        // Collect tool→titles mapping for cross-reference hints.
+        let mut tool_titles: HashMap<&str, Vec<&str>> = HashMap::new();
+        for f in &sorted {
+            if let Some(tool) = f.evidence_pointer.tool.as_deref() {
+                tool_titles.entry(tool).or_default().push(&f.title);
+            }
+        }
+        if tool_titles.len() > 1 {
+            out.push_str("CROSS-REFERENCES:\n");
+            let tools_vec: Vec<&&str> = tool_titles.keys().collect();
+            out.push_str(&format!(
+                "  Data was collected from {} sources ({}). ",
+                tools_vec.len(),
+                tools_vec.iter().map(|t| **t).collect::<Vec<_>>().join(", ")
+            ));
+            out.push_str("Correlate findings across tools for a complete picture.\n\n");
+        }
+    }
 
-    for (i, f) in findings.iter().enumerate() {
-        out.push_str(&format!("{}. {}\n", i + 1, f.recommended_action));
+    // -- Risk assessment --
+    out.push_str(&format!("OVERALL RISK: {}\n\n", max_sev.token().to_uppercase()));
+
+    // -- Prioritized actions (deduplicated, urgent first) --
+    out.push_str("RECOMMENDED ACTIONS (priority order):\n");
+    let mut seen_actions: HashSet<&str> = HashSet::new();
+    let mut action_idx = 0usize;
+    for f in &sorted {
+        let action = f.recommended_action.as_str();
+        if seen_actions.insert(action) {
+            action_idx += 1;
+            out.push_str(&format!("  {}. {}\n", action_idx, action));
+        }
     }
 
     // Remove trailing newline for clean output.
@@ -1733,8 +1802,9 @@ mod tests {
 
     #[test]
     fn classify_small_model_as_basic() {
+        // With PARAM_BASIC_CEILING_B = 1.0 (#157), a 0.5B model is Basic.
         let probe = ModelCapabilityProbe {
-            estimated_param_billions: 1.2,
+            estimated_param_billions: 0.5,
             execution_provider: "CPUExecutionProvider".to_string(),
             smoke_latency_ms: 80,
             vocab_size: 32000,
@@ -1742,6 +1812,18 @@ mod tests {
         assert_eq!(classify_capability(&probe), ModelCapabilityTier::Basic);
     }
 
+    #[test]
+    fn classify_1b_model_as_moderate() {
+        // With PARAM_BASIC_CEILING_B = 1.0 (#157), a 1.2B model reaches Moderate.
+        let probe = ModelCapabilityProbe {
+            estimated_param_billions: 1.2,
+            execution_provider: "CPUExecutionProvider".to_string(),
+            smoke_latency_ms: 80,
+            vocab_size: 32000,
+        };
+        assert_eq!(classify_capability(&probe), ModelCapabilityTier::Moderate);
+    }
+
     #[test]
     fn classify_medium_model_moderate_latency_as_moderate() {
         let probe = ModelCapabilityProbe {
@@ -1859,12 +1941,15 @@ mod tests {
         ];
 
         let summary = basic_tier_summary(&findings);
-        assert!(summary.starts_with("SUMMARY: 2 findings detected. Maximum severity: high."));
-        assert!(summary.contains("FINDINGS:"));
-        assert!(summary.contains("1. Active listeners [high]"));
-        assert!(summary.contains("2. Suspicious persistence [medium]"));
-        assert!(summary.contains("RISK: high"));
-        assert!(summary.contains("ACTIONS:"));
+        // Updated format groups by severity and provides cross-references (#155).
+        assert!(summary.contains("INVESTIGATION SUMMARY"));
+        assert!(summary.contains("2 findings"));
+        assert!(summary.contains("HIGH"));
+        assert!(summary.contains("Active listeners"));
+        assert!(summary.contains("Suspicious persistence"));
+        assert!(summary.contains("OVERALL RISK: HIGH"));
+        assert!(summary.contains("RECOMMENDED ACTIONS"));
+        assert!(summary.contains("CROSS-REFERENCES"));
     }
 
     #[test]
@@ -1891,8 +1976,10 @@ mod tests {
             "observation.indicator_count",
         )];
         let summary = basic_tier_summary_for_task(&findings, Some("windows-triage"));
-        assert!(summary.contains("Task \"windows-triage\""));
+        // Updated format includes task name in header (#155).
+        assert!(summary.contains("windows-triage"));
         assert!(summary.contains("1 tool(s)"));
+        assert!(summary.contains("RECOMMENDED ACTIONS"));
     }
 
     // ── Discrete confidence label tests (#85) ──
diff --git a/cyber_tools/src/lib.rs b/cyber_tools/src/lib.rs
index 3bd5862..bcd6df3 100644
--- a/cyber_tools/src/lib.rs
+++ b/cyber_tools/src/lib.rs
@@ -81,10 +81,11 @@ impl SandboxPolicy {
         }
 
         #[cfg(target_os = "windows")]
-        let command_allowlist: HashSet<String> = ["whoami", "netstat", "net", "tasklist", "reg"]
-            .into_iter()
-            .map(|c| c.to_string())
-            .collect();
+        let command_allowlist: HashSet<String> =
+            ["whoami", "netstat", "net", "tasklist", "reg", "sc", "wmic", "schtasks"]
+                .into_iter()
+                .map(|c| c.to_string())
+                .collect();
 
         #[cfg(not(target_os = "windows"))]
         let command_allowlist: HashSet<String> = ["id", "ss", "sudo"]
diff --git a/inference_bridge/src/lib.rs b/inference_bridge/src/lib.rs
index 65414b4..4950c88 100644
--- a/inference_bridge/src/lib.rs
+++ b/inference_bridge/src/lib.rs
@@ -495,8 +495,16 @@ impl OnnxVitisEngine {
                 format!(r#"<call>{{"tool":"hash_binary","args":{{"path":"{path}"}}}}</call>"#)
             }
             "read_syslog" => {
+                // Use a platform-appropriate default log path instead of a
+                // project file like README.md, which would produce bogus
+                // findings (#153).
+                let default_path = if cfg!(target_os = "windows") {
+                    "C:\\Windows\\System32\\winevt\\Logs\\System.evtx".to_string()
+                } else {
+                    "/var/log/syslog".to_string()
+                };
                 let path = Self::guess_path_from_task(task)
-                    .unwrap_or_else(|| "./README.md".to_string());
+                    .unwrap_or(default_path);
                 let path = Self::escape_json_string(&path);
                 let max_lines = Self::guess_line_count_from_task(task).unwrap_or(200);
                 format!(
diff --git a/inference_bridge/src/onnx_vitis.rs b/inference_bridge/src/onnx_vitis.rs
index b3a6079..9ac881e 100644
--- a/inference_bridge/src/onnx_vitis.rs
+++ b/inference_bridge/src/onnx_vitis.rs
@@ -2712,6 +2712,10 @@ fn run_prompt_on_session(
         bail!("prompt encoding produced no token IDs");
     }
 
+    // Track initial KV-cache padding length so the decode loop can account
+    // for it in the attention mask (#147).
+    let mut initial_cache_len: usize = 0;
+
     if cache_enabled {
         // --- Prefix cache reuse (#65) ---
         // Find how many leading tokens match the previous prompt.
@@ -2782,7 +2786,7 @@ fn run_prompt_on_session(
 
             // Same fix as run_prompt: account for forced cache padding when
             // cache tensors will be included during prefill (#136).
-            let initial_cache_len: usize =
+            initial_cache_len =
                 if cache.layout.use_cache.is_none() && !cache_state.is_empty() {
                     cache_state
                         .values()
@@ -2847,13 +2851,16 @@ fn run_prompt_on_session(
     for step in 0..config.max_new_tokens.max(1) {
         let step_started = Instant::now();
         let (decode_with_cache, step_input_ids, attention_len) = if cache_enabled {
-            // attention_len = past KV-cache entries + 1 current decode token (#114).
+            // attention_len = past KV-cache entries (context_ids tracks total
+            // processed tokens; initial_cache_len accounts for prior cache
+            // padding).  The model internally handles the current decode
+            // token, so we must NOT add +1 here (#147).
             (
                 true,
                 vec![*context_ids
                     .last()
                     .ok_or_else(|| anyhow!("empty context ids"))?],
-                (context_ids.len() + 1).max(1),
+                (context_ids.len() + initial_cache_len).max(1),
             )
         } else {
             let step_input_ids = context_ids.clone();
@@ -3047,6 +3054,10 @@ pub fn run_prompt(config: &ModelConfig, prompt: &str) -> Result<String> {
         bail!("prompt encoding produced no token IDs");
     }
 
+    // Track initial KV-cache padding length so the decode loop can account
+    // for it in the attention mask (#147).
+    let mut initial_cache_len: usize = 0;
+
     if cache_enabled {
         // Batch prefill: ingest the entire prompt in a single forward pass.
         let prefill_started = Instant::now();
@@ -3057,7 +3068,7 @@ pub fn run_prompt(config: &ModelConfig, prompt: &str) -> Result<String> {
         // attention will concatenate past (length 1) + current (length N),
         // producing a key sequence of N+1.  The attention mask must match that
         // total, otherwise we get a broadcast shape error (#136).
-        let initial_cache_len: usize = if layout.use_cache.is_none() && !cache_state.is_empty() {
+        initial_cache_len = if layout.use_cache.is_none() && !cache_state.is_empty() {
             // Cache IS included during prefill — get its actual past-axis size.
             cache_state
                 .values()
@@ -3110,13 +3121,16 @@ pub fn run_prompt(config: &ModelConfig, prompt: &str) -> Result<String> {
     for step in 0..config.max_new_tokens.max(1) {
         let step_started = Instant::now();
         let (decode_with_cache, step_input_ids, attention_len) = if cache_enabled {
-            // attention_len = past KV-cache entries + 1 current decode token (#114).
+            // attention_len = past KV-cache entries (context_ids tracks total
+            // processed tokens; initial_cache_len accounts for prior cache
+            // padding).  The model internally handles the current decode
+            // token, so we must NOT add +1 here (#147).
             (
                 true,
                 vec![*context_ids
                     .last()
                     .ok_or_else(|| anyhow!("empty context ids"))?],
-                (context_ids.len() + 1).max(1),
+                (context_ids.len() + initial_cache_len).max(1),
             )
         } else {
             let step_input_ids = context_ids.clone();

From 5102025d7a2e533fa6549a40d0475f69aa0bb858 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 16:06:30 -0400
Subject: [PATCH 02/10] =?UTF-8?q?style:=20cargo=20fmt=20=E2=80=94=20fix=20?=
 =?UTF-8?q?formatting=20for=20CI=20quality=20gates?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 core_engine/src/lib.rs             |  13 +++++++++----
 cyber_tools/src/lib.rs             |  11 ++++++-----
 inference_bridge/src/onnx_vitis.rs |  25 ++++++++++++-------------
 test_outputs/test_server.db        | Bin 0 -> 4096 bytes
 test_outputs/test_server.db-shm    | Bin 0 -> 32768 bytes
 test_outputs/test_server.db-wal    | Bin 0 -> 337872 bytes
 6 files changed, 27 insertions(+), 22 deletions(-)
 create mode 100644 test_outputs/test_server.db
 create mode 100644 test_outputs/test_server.db-shm
 create mode 100644 test_outputs/test_server.db-wal

diff --git a/core_engine/src/lib.rs b/core_engine/src/lib.rs
index 1b48807..4b6e501 100644
--- a/core_engine/src/lib.rs
+++ b/core_engine/src/lib.rs
@@ -1184,9 +1184,11 @@ pub fn basic_tier_summary_for_task(findings: &[Finding], task: Option<&str>) ->
     // Sort findings: highest severity first, then by confidence descending (#155).
     let mut sorted: Vec<&Finding> = findings.iter().collect();
     sorted.sort_by(|a, b| {
-        b.severity
-            .cmp(&a.severity)
-            .then_with(|| b.confidence.partial_cmp(&a.confidence).unwrap_or(std::cmp::Ordering::Equal))
+        b.severity.cmp(&a.severity).then_with(|| {
+            b.confidence
+                .partial_cmp(&a.confidence)
+                .unwrap_or(std::cmp::Ordering::Equal)
+        })
     });
 
     let max_sev = sorted
@@ -1275,7 +1277,10 @@ pub fn basic_tier_summary_for_task(findings: &[Finding], task: Option<&str>) ->
     }
 
     // -- Risk assessment --
-    out.push_str(&format!("OVERALL RISK: {}\n\n", max_sev.token().to_uppercase()));
+    out.push_str(&format!(
+        "OVERALL RISK: {}\n\n",
+        max_sev.token().to_uppercase()
+    ));
 
     // -- Prioritized actions (deduplicated, urgent first) --
     out.push_str("RECOMMENDED ACTIONS (priority order):\n");
diff --git a/cyber_tools/src/lib.rs b/cyber_tools/src/lib.rs
index bcd6df3..ea71474 100644
--- a/cyber_tools/src/lib.rs
+++ b/cyber_tools/src/lib.rs
@@ -81,11 +81,12 @@ impl SandboxPolicy {
         }
 
         #[cfg(target_os = "windows")]
-        let command_allowlist: HashSet<String> =
-            ["whoami", "netstat", "net", "tasklist", "reg", "sc", "wmic", "schtasks"]
-                .into_iter()
-                .map(|c| c.to_string())
-                .collect();
+        let command_allowlist: HashSet<String> = [
+            "whoami", "netstat", "net", "tasklist", "reg", "sc", "wmic", "schtasks",
+        ]
+        .into_iter()
+        .map(|c| c.to_string())
+        .collect();
 
         #[cfg(not(target_os = "windows"))]
         let command_allowlist: HashSet<String> = ["id", "ss", "sudo"]
diff --git a/inference_bridge/src/onnx_vitis.rs b/inference_bridge/src/onnx_vitis.rs
index 9ac881e..47e0e50 100644
--- a/inference_bridge/src/onnx_vitis.rs
+++ b/inference_bridge/src/onnx_vitis.rs
@@ -2786,19 +2786,18 @@ fn run_prompt_on_session(
 
             // Same fix as run_prompt: account for forced cache padding when
             // cache tensors will be included during prefill (#136).
-            initial_cache_len =
-                if cache.layout.use_cache.is_none() && !cache_state.is_empty() {
-                    cache_state
-                        .values()
-                        .next()
-                        .and_then(|v| {
-                            let spec = cache.layout.cache_specs.first()?;
-                            v.shape().get(spec.past_axis).copied().map(|d| d as usize)
-                        })
-                        .unwrap_or(0)
-                } else {
-                    0
-                };
+            initial_cache_len = if cache.layout.use_cache.is_none() && !cache_state.is_empty() {
+                cache_state
+                    .values()
+                    .next()
+                    .and_then(|v| {
+                        let spec = cache.layout.cache_specs.first()?;
+                        v.shape().get(spec.past_axis).copied().map(|d| d as usize)
+                    })
+                    .unwrap_or(0)
+            } else {
+                0
+            };
             let attention_len = context_ids.len() + initial_cache_len;
 
             debug!(
diff --git a/test_outputs/test_server.db b/test_outputs/test_server.db
new file mode 100644
index 0000000000000000000000000000000000000000..4e86411b5803e34b1e4767ce981907694f15c1ed
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literal 0
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diff --git a/test_outputs/test_server.db-shm b/test_outputs/test_server.db-shm
new file mode 100644
index 0000000000000000000000000000000000000000..ff781fa42ae0462d9b005d79ab4e67a2fdfcf1b1
GIT binary patch
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diff --git a/test_outputs/test_server.db-wal b/test_outputs/test_server.db-wal
new file mode 100644
index 0000000000000000000000000000000000000000..d8e7e8b47db46b9e4f4b94bd1576c19f85b4263b
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HcmV?d00001


From 92b3f6c19e6ab322f187bca7bd5a1cdfa6d138a8 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 16:07:08 -0400
Subject: [PATCH 03/10] chore: remove test DB artifacts and add to .gitignore

---
 .gitignore                      |   3 +++
 test_outputs/test_server.db     | Bin 4096 -> 0 bytes
 test_outputs/test_server.db-shm | Bin 32768 -> 0 bytes
 test_outputs/test_server.db-wal | Bin 337872 -> 0 bytes
 4 files changed, 3 insertions(+)
 delete mode 100644 test_outputs/test_server.db
 delete mode 100644 test_outputs/test_server.db-shm
 delete mode 100644 test_outputs/test_server.db-wal

diff --git a/.gitignore b/.gitignore
index 311c0e0..42ae881 100644
--- a/.gitignore
+++ b/.gitignore
@@ -21,6 +21,9 @@ Thumbs.db
 /launch-assets/generated/
 /launch-assets/reports/
 /launch-assets/*.json
+/test_outputs/*.db
+/test_outputs/*.db-shm
+/test_outputs/*.db-wal
 
 # Local GitHub Actions runner
 /actions-runner/
diff --git a/test_outputs/test_server.db b/test_outputs/test_server.db
deleted file mode 100644
index 4e86411b5803e34b1e4767ce981907694f15c1ed..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 4096
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diff --git a/test_outputs/test_server.db-shm b/test_outputs/test_server.db-shm
deleted file mode 100644
index ff781fa42ae0462d9b005d79ab4e67a2fdfcf1b1..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/test_outputs/test_server.db-wal b/test_outputs/test_server.db-wal
deleted file mode 100644
index d8e7e8b47db46b9e4f4b94bd1576c19f85b4263b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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From 67182f4ec5c7cd506b20ecf94b1ae36eb0629aa1 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 16:08:24 -0400
Subject: [PATCH 04/10] ci: add cargo cache and bump timeout for
 stdin-integration jobs

The stdin-integration job compiles the full CLI binary from scratch
without any cargo caching, causing it to routinely exceed the 20-minute
timeout on GitHub Actions runners. Add Swatinem/rust-cache@v2 (matching
the cross-platform job) and bump timeout to 30 minutes.
---
 .github/workflows/ci.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index aca79d8..514b276 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -52,7 +52,7 @@ jobs:
   stdin-integration:
     name: CLI stdin integration (${{ matrix.os }})
     runs-on: ${{ matrix.os }}
-    timeout-minutes: 20
+    timeout-minutes: 30
     strategy:
       fail-fast: false
       matrix:
@@ -70,6 +70,9 @@ jobs:
           rustup default 1.92.0
           rustup show active-toolchain
 
+      - name: Cache cargo artifacts
+        uses: Swatinem/rust-cache@v2
+
       - name: Run stdin integration tests
         run: cargo test -p wraithrun --test stdin_integration
 

From 6da05b6781a2564c39e3ce4ae7fd757265b54c34 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 16:57:50 -0400
Subject: [PATCH 05/10] fix: prevent ONNX session hang with pre-flight DLL and
 model preamble checks

When the onnx feature is enabled (now the default), build_session() could
hang indefinitely in two scenarios:
1. onnxruntime DLL not found: Session::builder() blocks on dynamic loader
2. Corrupt/stub model file: commit_from_file() never returns

Added ensure_ort_dylib_available() to bail early when the runtime library
cannot be located on PATH or via ORT_DYLIB_PATH, and
validate_model_preamble() to reject files that don't start with a valid
protobuf field tag before reaching the ONNX Runtime.

Also fixes three clippy warnings newly exposed by the onnx default feature:
- dead_code on push_warn (cfg gate narrowed)
- too_many_arguments on run_prompt_shared_buffer (allow attribute)
- unnecessary_to_owned on suffix.to_vec() (removed)
---
 inference_bridge/src/onnx_vitis.rs | 97 +++++++++++++++++++++++++++---
 1 file changed, 88 insertions(+), 9 deletions(-)

diff --git a/inference_bridge/src/onnx_vitis.rs b/inference_bridge/src/onnx_vitis.rs
index 47e0e50..796c3e4 100644
--- a/inference_bridge/src/onnx_vitis.rs
+++ b/inference_bridge/src/onnx_vitis.rs
@@ -14,6 +14,7 @@ use std::{
     collections::{HashMap, HashSet},
     ffi::CString,
     fs,
+    io::Read,
     path::PathBuf,
     time::Instant,
 };
@@ -75,7 +76,7 @@ impl RuntimeCompatibilityReport {
             .any(|issue| issue.severity == RuntimeCompatibilitySeverity::Fail)
     }
 
-    #[cfg(any(not(feature = "onnx"), test))]
+    #[cfg(not(feature = "onnx"))]
     fn push_warn(&mut self, reason_code: &'static str, detail: impl Into<String>) {
         self.issues.push(RuntimeCompatibilityIssue {
             severity: RuntimeCompatibilitySeverity::Warn,
@@ -255,7 +256,12 @@ fn classify_session_init_reason_code(error_text: &str) -> &'static str {
         return "runtime_vitis_provider_missing";
     }
 
-    if normalized.contains("onnxruntime.dll") && normalized.contains("not found") {
+    if (normalized.contains("onnxruntime.dll")
+        || normalized.contains("libonnxruntime.so")
+        || normalized.contains("libonnxruntime.dylib")
+        || normalized.contains("onnx runtime library"))
+        && normalized.contains("not found")
+    {
         return "runtime_ort_dylib_missing";
     }
 
@@ -1370,9 +1376,86 @@ fn build_session_with_vitis_cascade(config: &ModelConfig) -> Result<Session> {
     }
 }
 
+#[cfg(feature = "onnx")]
+fn ensure_ort_dylib_available() -> Result<()> {
+    if let Some(path) = std::env::var_os("ORT_DYLIB_PATH") {
+        let p = PathBuf::from(&path);
+        if p.is_file() {
+            return Ok(());
+        }
+        bail!(
+            "ORT_DYLIB_PATH is set to '{}' but the file does not exist; \
+             install ONNX Runtime or set ORT_DYLIB_PATH / WRAITHRUN_ORT_DYLIB_PATH \
+             to a valid onnxruntime library path",
+            p.display()
+        );
+    }
+
+    // No explicit path — probe system search locations.
+    let lib_names: &[&str] = if cfg!(windows) {
+        &["onnxruntime.dll"]
+    } else if cfg!(target_os = "macos") {
+        &["libonnxruntime.dylib"]
+    } else {
+        &["libonnxruntime.so"]
+    };
+
+    let search_dirs: Vec<PathBuf> = std::env::var_os("PATH")
+        .map(|val| std::env::split_paths(&val).collect())
+        .unwrap_or_default();
+
+    for dir in &search_dirs {
+        for name in lib_names {
+            if dir.join(name).is_file() {
+                return Ok(());
+            }
+        }
+    }
+
+    bail!(
+        "ONNX Runtime library ({}) not found on PATH or via ORT_DYLIB_PATH; \
+         install ONNX Runtime or set ORT_DYLIB_PATH / WRAITHRUN_ORT_DYLIB_PATH",
+        lib_names.join(" / ")
+    );
+}
+
+/// Fast pre-validation: confirms the model file starts with a plausible
+/// protobuf field tag (ONNX models are serialized `ModelProto` messages).
+/// This prevents feeding garbage bytes to `commit_from_file`, which can
+/// block indefinitely in the ONNX Runtime graph optimiser.
+#[cfg(feature = "onnx")]
+fn validate_model_preamble(path: &std::path::Path) -> Result<()> {
+    let mut file = fs::File::open(path)?;
+    let mut buf = [0u8; 4];
+    let n = file.read(&mut buf)?;
+    if n < 2 {
+        bail!(
+            "invalid model file '{}': too small ({n} bytes)",
+            path.display()
+        );
+    }
+    // Protobuf field tags: low 3 bits = wire type, remaining bits = field number.
+    // Valid wire types for ModelProto fields: 0 (Varint), 1 (64-bit),
+    // 2 (Length-delimited), 5 (32-bit). Wire types 3, 4 are deprecated;
+    // 6, 7 are invalid.
+    let wire_type = buf[0] & 0x07;
+    let field_number = buf[0] >> 3;
+    if field_number == 0 || wire_type == 3 || wire_type == 4 || wire_type > 5 {
+        bail!(
+            "invalid model file '{}': does not start with a valid ONNX protobuf header \
+             (first byte 0x{:02X} is not a valid protobuf field tag)",
+            path.display(),
+            buf[0]
+        );
+    }
+    Ok(())
+}
+
 #[cfg(feature = "onnx")]
 fn build_session(config: &ModelConfig) -> Result<Session> {
     configure_ort_dylib_path(config);
+    ensure_ort_dylib_available()?;
+    validate_model_preamble(&config.model_path)?;
 
     // When the vitis feature is available, delegate to the Vitis EP cascade
     // unless the user explicitly forces CPU-only mode.
@@ -2452,6 +2535,7 @@ pub fn inspect_runtime_compatibility(
 }
 
 #[cfg(feature = "onnx")]
+#[allow(clippy::too_many_arguments)]
 fn run_prompt_shared_buffer(
     session: &mut Session,
     layout: &SessionLayout,
@@ -2742,13 +2826,8 @@ fn run_prompt_on_session(
             if !suffix.is_empty() {
                 let prefill_started = Instant::now();
                 let attention_len = context_ids.len();
-                let model_inputs = build_model_inputs(
-                    &cache.layout,
-                    &suffix.to_vec(),
-                    attention_len,
-                    true,
-                    &cache_state,
-                )?;
+                let model_inputs =
+                    build_model_inputs(&cache.layout, suffix, attention_len, true, &cache_state)?;
                 let mut outputs = ort_result(cache.session.run(model_inputs))?;
                 debug!(
                     suffix_tokens = suffix.len(),

From 1e670a9fd7975c70e96684667b0f6919f2bb9d43 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 17:05:12 -0400
Subject: [PATCH 06/10] ci: fix cargo PATH propagation on self-hosted runner

The live-success-e2e job used PowerShell's echo/>> operator to append the
cargo bin directory to GITHUB_PATH. On PowerShell 5.1 the >> operator
writes UTF-16 LE. GitHub Actions expects UTF-8 in the GITHUB_PATH file,
so subsequent steps (rust-cache, cargo test) could not find cargo/rustc.

Fix: use Add-Content with -Encoding UTF8 and write unconditionally so
every run guarantees PATH propagation regardless of prior runner state.
---
 .github/workflows/ci.yml | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 514b276..eab5029 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -221,10 +221,8 @@ jobs:
         shell: powershell
         run: |
           $cargobin = "$env:USERPROFILE\.cargo\bin"
-          if (-not ($env:Path -split ';' | Where-Object { $_ -eq $cargobin })) {
-            $env:Path = "$cargobin;$env:Path"
-            echo "$cargobin" >> $env:GITHUB_PATH
-          }
+          $env:Path = "$cargobin;$env:Path"
+          Add-Content -Path $env:GITHUB_PATH -Value $cargobin -Encoding UTF8
           if (-not (Get-Command rustup -ErrorAction SilentlyContinue)) {
             Write-Host "rustup not found, installing..."
             Invoke-WebRequest -Uri https://win.rustup.rs/x86_64 -OutFile rustup-init.exe

From cd28e8a244fa3cdbcc3a1cf8c218e36bc6dfbb35 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 17:07:16 -0400
Subject: [PATCH 07/10] ci: use BOM-free UTF-8 for GITHUB_PATH and add PATH
 fallback in test step

PowerShell 5.1's Add-Content -Encoding UTF8 writes a BOM prefix that
corrupts the GITHUB_PATH file. Switch to [IO.File]::AppendAllText which
writes BOM-free UTF-8.

Also add an explicit cargo bin PATH fallback in the test step itself so
it works even if GITHUB_PATH propagation fails on the self-hosted runner.
---
 .github/workflows/ci.yml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index eab5029..4d1343c 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -222,7 +222,7 @@ jobs:
         run: |
           $cargobin = "$env:USERPROFILE\.cargo\bin"
           $env:Path = "$cargobin;$env:Path"
-          Add-Content -Path $env:GITHUB_PATH -Value $cargobin -Encoding UTF8
+          [IO.File]::AppendAllText($env:GITHUB_PATH, "$cargobin`n")
           if (-not (Get-Command rustup -ErrorAction SilentlyContinue)) {
             Write-Host "rustup not found, installing..."
             Invoke-WebRequest -Uri https://win.rustup.rs/x86_64 -OutFile rustup-init.exe
@@ -248,6 +248,10 @@ jobs:
       - name: Run live success e2e test (no fallback)
         shell: powershell
         run: |
+          $cargobin = "$env:USERPROFILE\.cargo\bin"
+          if (-not ($env:Path -split ';' | Where-Object { $_ -eq $cargobin })) {
+            $env:Path = "$cargobin;$env:Path"
+          }
           cargo test -p wraithrun --features inference_bridge/onnx --test stdin_integration live_mode_e2e_success_without_fallback_when_fixture_is_configured -- --exact --nocapture
 
       - name: Upload live success e2e artifacts

From f0f5552d8b72c145612e92d5a65a306faa6a07a8 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 17:12:57 -0400
Subject: [PATCH 08/10] ci: use dtolnay/rust-toolchain for reliable PATH setup
 on self-hosted runner

---
 .github/workflows/ci.yml | 24 ++++--------------------
 1 file changed, 4 insertions(+), 20 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 4d1343c..3d565be 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -217,22 +217,10 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v6
 
-      - name: Install Rust toolchain (powershell)
-        shell: powershell
-        run: |
-          $cargobin = "$env:USERPROFILE\.cargo\bin"
-          $env:Path = "$cargobin;$env:Path"
-          [IO.File]::AppendAllText($env:GITHUB_PATH, "$cargobin`n")
-          if (-not (Get-Command rustup -ErrorAction SilentlyContinue)) {
-            Write-Host "rustup not found, installing..."
-            Invoke-WebRequest -Uri https://win.rustup.rs/x86_64 -OutFile rustup-init.exe
-            .\rustup-init.exe -y --default-toolchain 1.92.0 --profile minimal
-            Remove-Item .\rustup-init.exe
-            $env:Path = "$cargobin;$env:Path"
-          }
-          rustup toolchain install 1.92.0 --profile minimal
-          rustup default 1.92.0
-          rustup show active-toolchain
+      - name: Install Rust toolchain
+        uses: dtolnay/rust-toolchain@master
+        with:
+          toolchain: "1.92.0"
 
       - name: Cache cargo artifacts
         uses: Swatinem/rust-cache@v2
@@ -248,10 +236,6 @@ jobs:
       - name: Run live success e2e test (no fallback)
         shell: powershell
         run: |
-          $cargobin = "$env:USERPROFILE\.cargo\bin"
-          if (-not ($env:Path -split ';' | Where-Object { $_ -eq $cargobin })) {
-            $env:Path = "$cargobin;$env:Path"
-          }
           cargo test -p wraithrun --features inference_bridge/onnx --test stdin_integration live_mode_e2e_success_without_fallback_when_fixture_is_configured -- --exact --nocapture
 
       - name: Upload live success e2e artifacts

From a30f385c356489f1941d1900940cbba90c35dfb8 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 17:16:26 -0400
Subject: [PATCH 09/10] ci: resolve cargo path via GITHUB_ENV fallback and
 unconditional PATH in test step

---
 .github/workflows/ci.yml | 25 ++++++++++++++++++++++---
 1 file changed, 22 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 3d565be..3ad48bc 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -218,12 +218,28 @@ jobs:
         uses: actions/checkout@v6
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@master
-        with:
-          toolchain: "1.92.0"
+        shell: powershell
+        run: |
+          $cargobin = "$env:USERPROFILE\.cargo\bin"
+          $env:Path = "$cargobin;$env:Path"
+          if (-not (Get-Command rustup -ErrorAction SilentlyContinue)) {
+            Write-Host "rustup not found, installing..."
+            Invoke-WebRequest -Uri https://win.rustup.rs/x86_64 -OutFile rustup-init.exe
+            .\rustup-init.exe -y --default-toolchain 1.92.0 --profile minimal
+            Remove-Item .\rustup-init.exe
+          }
+          rustup toolchain install 1.92.0 --profile minimal
+          rustup default 1.92.0
+          # Resolve actual cargo binary directory and share with later steps
+          $resolved = Split-Path (Get-Command cargo).Source
+          Write-Host "Resolved cargo bin: $resolved"
+          $utf8 = New-Object System.Text.UTF8Encoding($false)
+          [IO.File]::AppendAllText($env:GITHUB_ENV, "CARGO_BIN=$resolved`n", $utf8)
+          [IO.File]::AppendAllText($env:GITHUB_PATH, "$resolved`n", $utf8)
 
       - name: Cache cargo artifacts
         uses: Swatinem/rust-cache@v2
+        continue-on-error: true
 
       - name: Validate live e2e fixture configuration
         shell: powershell
@@ -236,6 +252,9 @@ jobs:
       - name: Run live success e2e test (no fallback)
         shell: powershell
         run: |
+          $bin = if ($env:CARGO_BIN) { $env:CARGO_BIN } else { "$env:USERPROFILE\.cargo\bin" }
+          $env:Path = "$bin;$env:Path"
+          Write-Host "cargo at: $(Get-Command cargo -ErrorAction SilentlyContinue | Select-Object -ExpandProperty Source)"
           cargo test -p wraithrun --features inference_bridge/onnx --test stdin_integration live_mode_e2e_success_without_fallback_when_fixture_is_configured -- --exact --nocapture
 
       - name: Upload live success e2e artifacts

From af82ca81c6887a29675d961c1a5652101c6876c0 Mon Sep 17 00:00:00 2001
From: Shreyas Sankpal <shreyas.58@outlook.com>
Date: Tue, 7 Apr 2026 17:20:12 -0400
Subject: [PATCH 10/10] ci: use 'rustup which cargo' to find toolchain bin when
 proxy is absent

---
 .github/workflows/ci.yml | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 3ad48bc..0c8d9e9 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -230,12 +230,14 @@ jobs:
           }
           rustup toolchain install 1.92.0 --profile minimal
           rustup default 1.92.0
-          # Resolve actual cargo binary directory and share with later steps
-          $resolved = Split-Path (Get-Command cargo).Source
-          Write-Host "Resolved cargo bin: $resolved"
+          # Resolve the real toolchain bin directory (cargo proxy may be absent)
+          $realBin = Split-Path (& rustup which cargo)
+          Write-Host "Toolchain bin: $realBin"
+          $env:Path = "$realBin;$env:Path"
+          cargo --version
           $utf8 = New-Object System.Text.UTF8Encoding($false)
-          [IO.File]::AppendAllText($env:GITHUB_ENV, "CARGO_BIN=$resolved`n", $utf8)
-          [IO.File]::AppendAllText($env:GITHUB_PATH, "$resolved`n", $utf8)
+          [IO.File]::AppendAllText($env:GITHUB_ENV, "CARGO_BIN=$realBin`n", $utf8)
+          [IO.File]::AppendAllText($env:GITHUB_PATH, "$realBin`n", $utf8)
 
       - name: Cache cargo artifacts
         uses: Swatinem/rust-cache@v2