diff --git a/elroy/llm/client.py b/elroy/llm/client.py
index c1cfc2af..ae782e0f 100644
--- a/elroy/llm/client.py
+++ b/elroy/llm/client.py
@@ -48,7 +48,6 @@ def generate_chat_completion_message(
     if force_tool and not tool_schemas:
         raise ValueError(f"Requested tool {force_tool}, but no tools available")
 
-    from litellm import completion
     from litellm.exceptions import BadRequestError, InternalServerError, RateLimitError
 
     if context_messages[-1].role == ASSISTANT:
@@ -119,8 +118,10 @@ def generate_chat_completion_message(
             tool_choice=tool_choice,
             tools=tool_schemas,
         )
+        from litellm import completion
 
-        return StreamParser(chat_model, completion(**completion_kwargs))  # type: ignore
+        stream = completion(**completion_kwargs)  # type: ignore
+        return StreamParser(chat_model, stream)
 
     except Exception as e:
         if isinstance(e, BadRequestError):
diff --git a/tests/cache/.gitkeep b/tests/cache/.gitkeep
new file mode 100644
index 00000000..3491b08e
--- /dev/null
+++ b/tests/cache/.gitkeep
@@ -0,0 +1,2 @@
+# This directory stores cached LLM responses for tests
+# Cache files should be committed to version control to speed up test runs
\ No newline at end of file
diff --git a/tests/cache/completion_025d43eb41b5d6e2.json b/tests/cache/completion_025d43eb41b5d6e2.json
new file mode 100644
index 00000000..f03c2428
--- /dev/null
+++ b/tests/cache/completion_025d43eb41b5d6e2.json
@@ -0,0 +1,68 @@
+{
+  "content": "",
+  "tool_calls": [
+    {
+      "id": "call_8A5puHZmA2nQ4ErgBZIfkfc1",
+      "function": {
+        "arguments": "",
+        "name": "set_user_preferred_name"
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "{\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "preferred",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "_name",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "Jimmy",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\"}",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/cache/completion_12204c9286d3b154.json b/tests/cache/completion_12204c9286d3b154.json
new file mode 100644
index 00000000..47e0754f
--- /dev/null
+++ b/tests/cache/completion_12204c9286d3b154.json
@@ -0,0 +1,4 @@
+{
+  "content": "hello world",
+  "tool_calls": []
+}
\ No newline at end of file
diff --git a/tests/cache/completion_38adb66f8d77551f.json b/tests/cache/completion_38adb66f8d77551f.json
new file mode 100644
index 00000000..5ea59fb3
--- /dev/null
+++ b/tests/cache/completion_38adb66f8d77551f.json
@@ -0,0 +1,6 @@
+{
+  "content": "",
+  "tool_calls": [
+    {
+      "id": "call_JBg7bbj08qmbfVZMvqrs18lB",
+      "function": 
\ No newline at end of file
diff --git a/tests/cache/completion_3f7b69b1485c37e9.json b/tests/cache/completion_3f7b69b1485c37e9.json
new file mode 100644
index 00000000..2177ea81
--- /dev/null
+++ b/tests/cache/completion_3f7b69b1485c37e9.json
@@ -0,0 +1,4 @@
+{
+  "content": "I've created the goal \"Go to the store\" for you! The plan is to create a shopping list and set a date to go, aiming to visit over the weekend. If you need any reminders or support related to this goal, just let me know!",
+  "tool_calls": []
+}
\ No newline at end of file
diff --git a/tests/cache/completion_40e5f973c0fe84e2.json b/tests/cache/completion_40e5f973c0fe84e2.json
new file mode 100644
index 00000000..8867ac6c
--- /dev/null
+++ b/tests/cache/completion_40e5f973c0fe84e2.json
@@ -0,0 +1,4 @@
+{
+  "content": "I've created your goal to \"go to the store.\" You'll need to make a shopping list and plan to visit the local grocery store by this weekend. The goal will be marked complete once you confirm that you've gone to the store. If you need any assistance with this or want to discuss anything else, just let me know!",
+  "tool_calls": []
+}
\ No newline at end of file
diff --git a/tests/cache/completion_6c9f7565457d239f.json b/tests/cache/completion_6c9f7565457d239f.json
new file mode 100644
index 00000000..68882dfb
--- /dev/null
+++ b/tests/cache/completion_6c9f7565457d239f.json
@@ -0,0 +1,68 @@
+{
+  "content": "",
+  "tool_calls": [
+    {
+      "id": "call_MP8bJcAFTdwWLhN9SjCHqxzQ",
+      "function": {
+        "arguments": "",
+        "name": "set_user_preferred_name"
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "{\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "preferred",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "_name",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "Jimmy",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\"}",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/cache/completion_7604e6a16c02b869.json b/tests/cache/completion_7604e6a16c02b869.json
new file mode 100644
index 00000000..6bc340a1
--- /dev/null
+++ b/tests/cache/completion_7604e6a16c02b869.json
@@ -0,0 +1,4 @@
+{
+  "content": "I've created a memory titled \"User's experience of swimming on today's date.\" It reflects that you went swimming today. If you'd like to add more details or reflect on your experience, feel free to share!",
+  "tool_calls": []
+}
\ No newline at end of file
diff --git a/tests/cache/completion_84614030d710cbec.json b/tests/cache/completion_84614030d710cbec.json
new file mode 100644
index 00000000..339ced7b
--- /dev/null
+++ b/tests/cache/completion_84614030d710cbec.json
@@ -0,0 +1,4 @@
+{
+  "content": "Hello! It\u2019s great to see you! What\u2019s on your mind today? \ud83c\udf0d\u2728",
+  "tool_calls": []
+}
\ No newline at end of file
diff --git a/tests/cache/completion_8ce55c1b327ab17f.json b/tests/cache/completion_8ce55c1b327ab17f.json
new file mode 100644
index 00000000..cc905fce
--- /dev/null
+++ b/tests/cache/completion_8ce55c1b327ab17f.json
@@ -0,0 +1,599 @@
+{
+  "content": "",
+  "tool_calls": [
+    {
+      "id": "call_90k9REUfqdVISvwFf835BVdm",
+      "function": {
+        "arguments": "",
+        "name": "create_goal"
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "{\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "goal",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "_name",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "go",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " to",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " the",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " store",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\",\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "strategy",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "Make",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " a",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " shopping",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " list",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " and",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " allocate",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " time",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " to",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " visit",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " the",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " store",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " by",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " this",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " weekend",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": ".\",\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "description",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "Visit",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " the",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " local",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " grocery",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " store",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " to",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " buy",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " essential",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " items",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " for",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " the",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " week",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": ".\",\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "end",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "_condition",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "George",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " confirms",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " that",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " he",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " has",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " gone",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " to",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " the",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " store",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": ".\",\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "time",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "_to",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "_completion",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "2",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " DAYS",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\",\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "priority",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "2",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "}",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/cache/completion_9319d303ccdb3b1f.json b/tests/cache/completion_9319d303ccdb3b1f.json
new file mode 100644
index 00000000..0dbc05fb
--- /dev/null
+++ b/tests/cache/completion_9319d303ccdb3b1f.json
@@ -0,0 +1,608 @@
+{
+  "content": "",
+  "tool_calls": [
+    {
+      "id": "call_LtEmTsEGNZqDAHhtzQkTSApm",
+      "function": {
+        "arguments": "",
+        "name": "create_goal"
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "{\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "goal",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "_name",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "\":\"",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": "Go",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " to",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
+      "id": null,
+      "function": {
+        "arguments": " the",
+        "name": null
+      },
+      "type": "function",
+      "index": 0
+    },
+    {
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\ No newline at end of file
diff --git a/tests/cache/completion_98c6699eb10b6848.json b/tests/cache/completion_98c6699eb10b6848.json
new file mode 100644
index 00000000..39ea82e4
--- /dev/null
+++ b/tests/cache/completion_98c6699eb10b6848.json
@@ -0,0 +1,4 @@
+{
+  "content": "Hello! \ud83c\udf0d How are you doing today? What\u2019s on your mind?",
+  "tool_calls": []
+}
\ No newline at end of file
diff --git a/tests/cache/completion_b22b30641c1e1e81.json b/tests/cache/completion_b22b30641c1e1e81.json
new file mode 100644
index 00000000..de2a91e7
--- /dev/null
+++ b/tests/cache/completion_b22b30641c1e1e81.json
@@ -0,0 +1,4 @@
+{
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\ No newline at end of file
diff --git a/tests/cache/completion_c779021b00b4b9b0.json b/tests/cache/completion_c779021b00b4b9b0.json
new file mode 100644
index 00000000..f7ae0fda
--- /dev/null
+++ b/tests/cache/completion_c779021b00b4b9b0.json
@@ -0,0 +1,194 @@
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\ No newline at end of file
diff --git a/tests/cache/completion_ee8e72e3eea8bc0f.json b/tests/cache/completion_ee8e72e3eea8bc0f.json
new file mode 100644
index 00000000..4594b2ce
--- /dev/null
+++ b/tests/cache/completion_ee8e72e3eea8bc0f.json
@@ -0,0 +1,4 @@
+{
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+  "tool_calls": []
+}
\ No newline at end of file
diff --git a/tests/cache/embedding_32de8cc2396628b3.json b/tests/cache/embedding_32de8cc2396628b3.json
new file mode 100644
index 00000000..d69ef4ad
--- /dev/null
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\ No newline at end of file
diff --git a/tests/cache/embedding_392c6cc2fe3e11f0.json b/tests/cache/embedding_392c6cc2fe3e11f0.json
new file mode 100644
index 00000000..58c4e34a
--- /dev/null
+++ b/tests/cache/embedding_392c6cc2fe3e11f0.json
@@ -0,0 +1,1540 @@
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\ No newline at end of file
diff --git a/tests/cache/embedding_54560a2b4bd99a2f.json b/tests/cache/embedding_54560a2b4bd99a2f.json
new file mode 100644
index 00000000..5c416aa1
--- /dev/null
+++ b/tests/cache/embedding_54560a2b4bd99a2f.json
@@ -0,0 +1,1540 @@
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\ No newline at end of file
diff --git a/tests/cache/embedding_727d0b084516d821.json b/tests/cache/embedding_727d0b084516d821.json
new file mode 100644
index 00000000..7cef6823
--- /dev/null
+++ b/tests/cache/embedding_727d0b084516d821.json
@@ -0,0 +1,1540 @@
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+}
\ No newline at end of file
diff --git a/tests/cache/embedding_81747b42f5c09654.json b/tests/cache/embedding_81747b42f5c09654.json
new file mode 100644
index 00000000..0fefdd2b
--- /dev/null
+++ b/tests/cache/embedding_81747b42f5c09654.json
@@ -0,0 +1,1540 @@
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+}
\ No newline at end of file
diff --git a/tests/cache/embedding_85c6ce5552852981.json b/tests/cache/embedding_85c6ce5552852981.json
new file mode 100644
index 00000000..3f322813
--- /dev/null
+++ b/tests/cache/embedding_85c6ce5552852981.json
@@ -0,0 +1,1540 @@
+{
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\ No newline at end of file
diff --git a/tests/cache/embedding_8c25fa0619ac76a4.json b/tests/cache/embedding_8c25fa0619ac76a4.json
new file mode 100644
index 00000000..4be0fa4f
--- /dev/null
+++ b/tests/cache/embedding_8c25fa0619ac76a4.json
@@ -0,0 +1,1540 @@
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\ No newline at end of file
diff --git a/tests/cache/embedding_8e438c5d1445e32d.json b/tests/cache/embedding_8e438c5d1445e32d.json
new file mode 100644
index 00000000..5e247bb3
--- /dev/null
+++ b/tests/cache/embedding_8e438c5d1445e32d.json
@@ -0,0 +1,1540 @@
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\ No newline at end of file
diff --git a/tests/cache/embedding_98d4d7c850b2fb73.json b/tests/cache/embedding_98d4d7c850b2fb73.json
new file mode 100644
index 00000000..47363932
--- /dev/null
+++ b/tests/cache/embedding_98d4d7c850b2fb73.json
@@ -0,0 +1,1540 @@
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\ No newline at end of file
diff --git a/tests/cache/embedding_ad58e39a016b4fe8.json b/tests/cache/embedding_ad58e39a016b4fe8.json
new file mode 100644
index 00000000..5a5f619c
--- /dev/null
+++ b/tests/cache/embedding_ad58e39a016b4fe8.json
@@ -0,0 +1,1540 @@
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+}
\ No newline at end of file
diff --git a/tests/cache/embedding_dd54faff542467f0.json b/tests/cache/embedding_dd54faff542467f0.json
new file mode 100644
index 00000000..5bdf06b1
--- /dev/null
+++ b/tests/cache/embedding_dd54faff542467f0.json
@@ -0,0 +1,1540 @@
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+}
\ No newline at end of file
diff --git a/tests/cache/embedding_e25f183d47c6dd67.json b/tests/cache/embedding_e25f183d47c6dd67.json
new file mode 100644
index 00000000..3aa37317
--- /dev/null
+++ b/tests/cache/embedding_e25f183d47c6dd67.json
@@ -0,0 +1,1540 @@
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+  ]
+}
\ No newline at end of file
diff --git a/tests/cache/query_llm_07b542bed593bd85.json b/tests/cache/query_llm_07b542bed593bd85.json
new file mode 100644
index 00000000..0e4a441a
--- /dev/null
+++ b/tests/cache/query_llm_07b542bed593bd85.json
@@ -0,0 +1,3 @@
+{
+  "response": "{\"response\":\"only_general_knowledge_needed\"}"
+}
\ No newline at end of file
diff --git a/tests/cache/query_llm_13f3989344b8b911.json b/tests/cache/query_llm_13f3989344b8b911.json
new file mode 100644
index 00000000..d46b495e
--- /dev/null
+++ b/tests/cache/query_llm_13f3989344b8b911.json
@@ -0,0 +1,3 @@
+{
+  "response": "{\"answers\":[false],\"reasoning\":\"The user is requesting to create a memory about their experience going swimming today. There are no existing memories provided in the responses, so there is no relevant memory related to the swimming experience.\"}"
+}
\ No newline at end of file
diff --git a/tests/cache/query_llm_90828964c8463b89.json b/tests/cache/query_llm_90828964c8463b89.json
new file mode 100644
index 00000000..e6906ae8
--- /dev/null
+++ b/tests/cache/query_llm_90828964c8463b89.json
@@ -0,0 +1,3 @@
+{
+  "response": "{\"response\":\"unfamiliar_topic\"}"
+}
\ No newline at end of file
diff --git a/tests/cache/query_llm_a2c6c4828c145a0e.json b/tests/cache/query_llm_a2c6c4828c145a0e.json
new file mode 100644
index 00000000..0aa98b4d
--- /dev/null
+++ b/tests/cache/query_llm_a2c6c4828c145a0e.json
@@ -0,0 +1,3 @@
+{
+  "response": "Hello world"
+}
\ No newline at end of file
diff --git a/tests/cache/query_llm_f248455a153ced3e.json b/tests/cache/query_llm_f248455a153ced3e.json
new file mode 100644
index 00000000..08ff57ac
--- /dev/null
+++ b/tests/cache/query_llm_f248455a153ced3e.json
@@ -0,0 +1,3 @@
+{
+  "response": "{\"response\":\"greeting_or_small_talk\"}"
+}
\ No newline at end of file
diff --git a/tests/cache/query_llm_f2ee1f8ed41af3d6.json b/tests/cache/query_llm_f2ee1f8ed41af3d6.json
new file mode 100644
index 00000000..c46bb841
--- /dev/null
+++ b/tests/cache/query_llm_f2ee1f8ed41af3d6.json
@@ -0,0 +1,3 @@
+{
+  "response": "{\"response\":\"self_contained_question\"}"
+}
\ No newline at end of file
diff --git a/tests/conftest.py b/tests/conftest.py
index cd9e12ef..edc93fec 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -5,6 +5,7 @@
 
 import pytest
 from sqlmodel import delete
+from tests.llm_cache_helper import enable_llm_caching
 from tests.utils import MockCliIO
 from toolz import pipe
 from toolz.curried import do
@@ -241,6 +242,13 @@ def rich_formatter():
     )
 
 
+@pytest.fixture(autouse=True)
+def enable_test_llm_caching():
+    """Automatically enable LLM caching for all tests."""
+    with enable_llm_caching():
+        yield
+
+
 def is_docker_running():
     """Checks if docker daemon is running by trying to execute docker info"""
     try:
diff --git a/tests/llm_cache_helper.py b/tests/llm_cache_helper.py
new file mode 100644
index 00000000..1d0f98ca
--- /dev/null
+++ b/tests/llm_cache_helper.py
@@ -0,0 +1,318 @@
+"""
+Test helper for caching LLM calls to avoid API costs during testing.
+"""
+
+import hashlib
+import json
+import os
+import time
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Type
+from unittest.mock import patch
+
+from pydantic import BaseModel
+
+from elroy.config.llm import ChatModel, EmbeddingModel
+
+
+def _is_test_environment() -> bool:
+    """Check if we're running in a test environment."""
+    return "PYTEST_CURRENT_TEST" in os.environ or "pytest" in os.environ.get("_", "") or any("pytest" in arg for arg in os.sys.argv)
+
+
+def _get_cache_dir() -> Path:
+    """Get the cache directory for test data."""
+    cache_dir = Path(__file__).parent / "cache"
+    cache_dir.mkdir(parents=True, exist_ok=True)
+    return cache_dir
+
+
+def _create_cache_key(data: Dict[str, Any]) -> str:
+    """Create a deterministic cache key from request data."""
+    # Sort keys to ensure consistent hashing
+    normalized = json.dumps(data, sort_keys=True, default=str)
+    return hashlib.sha256(normalized.encode()).hexdigest()[:16]
+
+
+def _serialize_for_json(obj):
+    """Convert objects to JSON-serializable format."""
+    if obj is None:
+        return None
+    elif isinstance(obj, (str, int, float, bool)):
+        return obj
+    elif isinstance(obj, list):
+        return [_serialize_for_json(item) for item in obj]
+    elif isinstance(obj, dict):
+        return {k: _serialize_for_json(v) for k, v in obj.items()}
+    elif hasattr(obj, "__dict__"):
+        # Recursively serialize object attributes
+        return {k: _serialize_for_json(v) for k, v in obj.__dict__.items()}
+    elif hasattr(obj, "_asdict"):  # namedtuple
+        return {k: _serialize_for_json(v) for k, v in obj._asdict().items()}
+    else:
+        # Fallback: convert to string
+        return str(obj)
+
+
+def _save_to_cache(cache_key: str, data: Any, cache_type: str) -> None:
+    """Save data to cache file."""
+    if not _is_test_environment():
+        return
+
+    cache_dir = _get_cache_dir()
+    cache_file = cache_dir / f"{cache_type}_{cache_key}.json"
+
+    # Serialize the data to handle non-JSON objects
+    serialized_data = _serialize_for_json(data)
+
+    with open(cache_file, "w") as f:
+        json.dump(serialized_data, f, indent=2)
+
+
+def _load_from_cache(cache_key: str, cache_type: str) -> Optional[Any]:
+    """Load data from cache file."""
+    if not _is_test_environment():
+        return None
+
+    cache_dir = _get_cache_dir()
+    cache_file = cache_dir / f"{cache_type}_{cache_key}.json"
+
+    if not cache_file.exists():
+        return None
+
+    try:
+        with open(cache_file, "r") as f:
+            return json.load(f)
+    except (json.JSONDecodeError, FileNotFoundError):
+        return None
+
+
+class CachedStreamResponse:
+    """Simulate streaming response from cached data."""
+
+    def __init__(self, cached_data: Dict[str, Any], model_name: str):
+        self.cached_content = cached_data.get("content", "")
+        self.cached_tool_calls = cached_data.get("tool_calls", [])
+        self.model_name = model_name
+        self._index = 0
+        self._tool_calls_sent = False
+
+    def __iter__(self):
+        return self
+
+    def __next__(self):
+        from litellm.types.utils import Delta, ModelResponse, StreamingChoices
+
+        # First send tool calls if any exist
+        if not self._tool_calls_sent and self.cached_tool_calls:
+            self._tool_calls_sent = True
+            # Reconstruct tool calls from cached data
+            from litellm.types.utils import ChatCompletionDeltaToolCall, Function
+
+            reconstructed_tool_calls = []
+            for tc in self.cached_tool_calls:
+                if isinstance(tc, dict):
+                    # Reconstruct from serialized data
+                    function = Function(arguments=tc.get("function", {}).get("arguments", ""), name=tc.get("function", {}).get("name", ""))
+                    tool_call = ChatCompletionDeltaToolCall(
+                        id=tc.get("id", ""), function=function, type=tc.get("type", "function"), index=tc.get("index", 0)
+                    )
+                    reconstructed_tool_calls.append(tool_call)
+                else:
+                    # Already a proper object
+                    reconstructed_tool_calls.append(tc)
+
+            return ModelResponse(
+                choices=[StreamingChoices(delta=Delta(tool_calls=reconstructed_tool_calls), finish_reason=None)], model=self.model_name
+            )
+
+        # Then stream content character by character
+        if self._index >= len(self.cached_content):
+            raise StopIteration
+
+        # Simulate streaming character by character
+        char = self.cached_content[self._index]
+        self._index += 1
+
+        # Simulate slight delay for realism
+        time.sleep(0.001)
+
+        return ModelResponse(
+            choices=[
+                StreamingChoices(delta=Delta(content=char), finish_reason="stop" if self._index >= len(self.cached_content) else None)
+            ],
+            model=self.model_name,
+        )
+
+
+def _cached_get_embedding(original_func):
+    """Wrapper that adds caching to get_embedding function."""
+
+    def wrapper(model: EmbeddingModel, text: str) -> List[float]:
+        if not _is_test_environment():
+            return original_func(model, text)
+
+        # Create cache key from model and text
+        cache_data = {"model_name": model.name, "text": text, "call_type": "embedding"}
+        cache_key = _create_cache_key(cache_data)
+
+        # Try to load from cache
+        cached_result = _load_from_cache(cache_key, "embedding")
+        if cached_result is not None:
+            return cached_result["embedding"]
+
+        # Call original function and cache result
+        result = original_func(model, text)
+        _save_to_cache(cache_key, {"embedding": result}, "embedding")
+
+        return result
+
+    return wrapper
+
+
+def _cached_query_llm(original_func):
+    """Wrapper that adds caching to _query_llm function."""
+
+    def wrapper(model: ChatModel, prompt: str, system: str, response_format: Optional[Type[BaseModel]]) -> str:
+        if not _is_test_environment():
+            return original_func(model, prompt, system, response_format)
+
+        # Create cache key from parameters
+        cache_data = {
+            "model_name": model.name,
+            "prompt": prompt,
+            "system": system,
+            "response_format": str(response_format) if response_format else None,
+            "call_type": "query_llm",
+        }
+        cache_key = _create_cache_key(cache_data)
+
+        # Try to load from cache
+        cached_result = _load_from_cache(cache_key, "query_llm")
+        if cached_result is not None:
+            return cached_result["response"]
+
+        # Call original function and cache result
+        result = original_func(model, prompt, system, response_format)
+        _save_to_cache(cache_key, {"response": result}, "query_llm")
+
+        return result
+
+    return wrapper
+
+
+def _cached_generate_chat_completion(original_func):
+    """Wrapper that adds caching to generate_chat_completion_message function."""
+
+    def wrapper(chat_model, context_messages, tool_schemas, enable_tools=True, force_tool=None, retry_number=0):
+        if not _is_test_environment():
+            return original_func(chat_model, context_messages, tool_schemas, enable_tools, force_tool, retry_number)
+
+        # Create cache key from parameters
+        from dataclasses import asdict
+
+        from toolz import dissoc, pipe
+        from toolz.curried import keyfilter, map
+
+        context_message_dicts = pipe(
+            context_messages,
+            map(asdict),
+            map(keyfilter(lambda k: k not in ("id", "created_at", "memory_metadata", "chat_model"))),
+            map(lambda d: dissoc(d, "tool_calls") if not d.get("tool_calls") else d),
+            list,
+        )
+
+        cache_data = {
+            "model_name": chat_model.name,
+            "context_messages": context_message_dicts,
+            "tool_schemas": tool_schemas,
+            "enable_tools": enable_tools,
+            "force_tool": force_tool,
+            "call_type": "completion",
+        }
+        cache_key = _create_cache_key(cache_data)
+
+        # Try to load from cache
+        cached_result = _load_from_cache(cache_key, "completion")
+        if cached_result is not None:
+            # Return cached streaming response wrapped in StreamParser
+            from elroy.llm.stream_parser import StreamParser
+
+            return StreamParser(chat_model, CachedStreamResponse(cached_result, chat_model.name))
+
+        # Call original function and collect all streamed content
+        stream_parser = original_func(chat_model, context_messages, tool_schemas, enable_tools, force_tool, retry_number)
+
+        # We need to intercept the stream from the StreamParser
+        original_stream = stream_parser.stream
+
+        # Collect all content and tool calls from the stream
+        collected_content = ""
+        collected_tool_calls = []
+        collected_responses = []
+
+        for response in original_stream:
+            collected_responses.append(response)
+            if hasattr(response, "choices") and response.choices:
+                delta = response.choices[0].delta
+                if hasattr(delta, "content") and delta.content:
+                    collected_content += delta.content
+                if hasattr(delta, "tool_calls") and delta.tool_calls:
+                    collected_tool_calls.extend(delta.tool_calls)
+
+        # Cache the collected content and tool calls
+        cache_payload = {"content": collected_content, "tool_calls": collected_tool_calls}
+        _save_to_cache(cache_key, cache_payload, "completion")
+
+        # Return a new StreamParser with the collected responses
+        from elroy.llm.stream_parser import StreamParser
+
+        return StreamParser(chat_model, iter(collected_responses))
+
+    return wrapper
+
+
+class LLMCacheManager:
+    """Context manager to enable LLM call caching during tests."""
+
+    def __init__(self):
+        self.patches = []
+
+    def __enter__(self):
+        if not _is_test_environment():
+            return self
+
+        # Import original functions
+        from elroy.llm.client import (
+            _query_llm,
+            generate_chat_completion_message,
+            get_embedding,
+        )
+
+        # Create and start patches
+        embedding_patch = patch("elroy.llm.client.get_embedding", _cached_get_embedding(get_embedding))
+        query_llm_patch = patch("elroy.llm.client._query_llm", _cached_query_llm(_query_llm))
+        completion_patch = patch(
+            "elroy.llm.client.generate_chat_completion_message", _cached_generate_chat_completion(generate_chat_completion_message)
+        )
+
+        self.patches = [embedding_patch, query_llm_patch, completion_patch]
+
+        for p in self.patches:
+            p.start()
+
+        return self
+
+    def __exit__(self, exc_type, exc_val, exc_tb):
+        for p in self.patches:
+            p.stop()
+
+
+def enable_llm_caching():
+    """
+    Context manager to enable LLM call caching during tests.
+    Usage:
+        with enable_llm_caching():
+            # Your test code here
+    """
+    return LLMCacheManager()