Iteration
use-skill-with-refs / 004
lm-studio / google/gemma-4-e4b
passed- Input tokens
- 6,155
- Output tokens
- 693
- Total tokens
- 6,848
- Context
- 3.1%
- Turns
- 4
- Assistant messages
- 4
Prompt
What are we having for dinner tonight?
Final Response
Grilled chicken
Assertion
- Enabled
- yes
- Mode
- contains
- Passed
- yes
Expected
Grilled chicken
Actual
Grilled chicken
Run Detail
- Started
- 5/8/2026, 5:03:11 PM
- Ended
- 5/8/2026, 5:03:19 PM
- Duration
- 8,456ms
- Tool calls
- 3
- Tool errors
- 0
- Answer tool called
- yes
Tool Calls
-
read ok · 6ms { "path": "/skills/check-meals/SKILL.md" }--- name: check-meals description: Use this skill when the user is asking for a meal of the day --- Read the relevant file as needed - [Lunch](references/lunch.md) - [Dinner](references/dinner.md) Note: Any relative file mentions in this skill are relative to /skills/check-meals
-
read ok · 3ms { "path": "/skills/check-meals/references/dinner.md" }Use the tool answer_question with the answer: "Grilled chicken"
-
answer_question ok · 1ms { "answer": "Grilled chicken" }Answer recorded: Grilled chicken
Assistant Errors
No assistant errors recorded.
Session Timeline
-
model_change 5/8/2026, 5:03:11 PM { "type": "model_change", "id": "b199ebc7", "parentId": null, "timestamp": "2026-05-08T14:03:11.112Z", "provider": "lm-studio", "modelId": "google/gemma-4-e4b" } -
thinking_level_change 5/8/2026, 5:03:11 PM { "type": "thinking_level_change", "id": "9f3c76c0", "parentId": "b199ebc7", "timestamp": "2026-05-08T14:03:11.112Z", "thinkingLevel": "medium" } -
user 5/8/2026, 5:03:11 PM -
assistant 5/8/2026, 5:03:12 PM -
toolResult 5/8/2026, 5:03:12 PM -
assistant 5/8/2026, 5:03:17 PM -
toolResult 5/8/2026, 5:03:17 PM -
assistant 5/8/2026, 5:03:18 PM -
toolResult 5/8/2026, 5:03:18 PM -
assistant 5/8/2026, 5:03:19 PM
System Prompt
You are an expert coding assistant operating inside pi, a coding agent harness. You help users by reading files, executing commands, editing code, and writing new files.
Available tools:
- read: Read file contents
- grep: Search file contents for patterns (respects .gitignore)
- find: Find files by glob pattern (respects .gitignore)
- ls: List directory contents
- answer_question: Submit the final answer for this benchmark run
In addition to the tools above, you may have access to other custom tools depending on the project.
Guidelines:
- Use read to examine files instead of cat or sed.
- Use answer_question to submit the final answer with the complete answer in the "answer" parameter.
- Be concise in your responses
- Show file paths clearly when working with files
Skills are located at the absolute path /skills
The following skills provide specialized instructions for specific tasks.
Use the read tool to load a skill's file when the task matches its description.
When a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.
<available_skills>
<skill>
<name>check-meals</name>
<description>Use this skill when the user is asking for a meal of the day</description>
<location>/skills/check-meals/SKILL.md</location>
</skill>
</available_skills>
Current date: 2026-05-08
Current working directory: /workspace Raw JSON
{
"version": 1,
"id": "2026-05-08T14-03-11-116Z",
"cwd": "/workspace",
"sessionFile": "/sessions/2026-05-08T14-03-11-038Z_019e07e6-413d-7715-825f-0b058268a281.jsonl",
"session": {
"file": "/sessions/2026-05-08T14-03-11-038Z_019e07e6-413d-7715-825f-0b058268a281.jsonl",
"entries": [
{
"type": "model_change",
"id": "b199ebc7",
"parentId": null,
"timestamp": "2026-05-08T14:03:11.112Z",
"provider": "lm-studio",
"modelId": "google/gemma-4-e4b"
},
{
"type": "thinking_level_change",
"id": "9f3c76c0",
"parentId": "b199ebc7",
"timestamp": "2026-05-08T14:03:11.112Z",
"thinkingLevel": "medium"
},
{
"type": "message",
"id": "fd49ef12",
"parentId": "9f3c76c0",
"timestamp": "2026-05-08T14:03:11.142Z",
"message": {
"role": "user",
"content": [
{
"type": "text",
"text": "What are we having for dinner tonight?"
}
],
"timestamp": 1778248991116
}
},
{
"type": "message",
"id": "cf30e74f",
"parentId": "fd49ef12",
"timestamp": "2026-05-08T14:03:12.805Z",
"message": {
"role": "assistant",
"content": [
{
"type": "thinking",
"thinking": "\nThe user is asking \"What are we having for dinner tonight?\". This falls under the category of asking for a meal of the day.\n\nI have an available skill named `check-meals` with the description: \"Use this skill when the user is asking for a meal of the day\".\n\nTherefore, I should use the `check-meals` tool.",
"thinkingSignature": "reasoning_content"
},
{
"type": "toolCall",
"id": "480741682",
"name": "read",
"arguments": {
"path": "/skills/check-meals/SKILL.md"
}
}
],
"api": "openai-completions",
"provider": "lm-studio",
"model": "google/gemma-4-e4b",
"usage": {
"input": 1128,
"output": 100,
"cacheRead": 0,
"cacheWrite": 0,
"totalTokens": 1228,
"cost": {
"input": 0,
"output": 0,
"cacheRead": 0,
"cacheWrite": 0,
"total": 0
}
},
"stopReason": "toolUse",
"timestamp": 1778248991143,
"responseId": "chatcmpl-s6m0epqm8x32ovg681223"
}
},
{
"type": "message",
"id": "5f6dfb3c",
"parentId": "cf30e74f",
"timestamp": "2026-05-08T14:03:12.812Z",
"message": {
"role": "toolResult",
"toolCallId": "480741682",
"toolName": "read",
"content": [
{
"type": "text",
"text": "---\nname: check-meals\ndescription: Use this skill when the user is asking for a meal of the day\n---\n\nRead the relevant file as needed\n- [Lunch](references/lunch.md)\n- [Dinner](references/dinner.md)\n"
},
{
"type": "text",
"text": "\n\nNote: Any relative file mentions in this skill are relative to /skills/check-meals"
}
],
"isError": false,
"timestamp": 1778248992811
}
},
{
"type": "message",
"id": "0d5d446d",
"parentId": "5f6dfb3c",
"timestamp": "2026-05-08T14:03:17.953Z",
"message": {
"role": "assistant",
"content": [
{
"type": "thinking",
"thinking": "\nThe `read` tool execution on `/skills/check-meals/SKILL.md` confirms the existence and usage of the `check-meals` skill.\n\nSince the user is asking about \"dinner tonight\", I need to call a function (or simulate the action defined by the skill) that handles dinner checks. The skill documentation mentions referencing `references/dinner.md`. Assuming the underlying framework interprets this as the necessary action, I will proceed with invoking the logic associated with checking dinner meals.\n\nSince I cannot *execute* the skill directly in the provided format (only calling tools like `read`, `ls`, etc.), and the goal is to answer the user's question using the specialized tool knowledge, I must assume that simply recognizing the intent is enough or that there is an implicit function call mechanism. Given the prompt context, if a skill is found and matches the intent, I should act as if I am executing it by providing the necessary information derived from it.\n\nHowever, looking at the available tools, I only have file system interaction tools (`read`, `grep`, `find`, `ls`) and an answer submission tool. I do not have a function-calling mechanism for skills beyond what is explicitly described in the prompt structure (which usually means calling the skill name or function).\n\nSince the task is to use the skill, and the skill's content points to `references/dinner.md`, the most direct action simulating using the tool would be to read that reference file if I were a fully functional agent executing code.\n\nLet me try reading `references/dinner.md` relative to `/skills/check-meals`. The path resolution suggests: \"If a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\"\n\nThe skill directory is `/skills/check-meals`.\nThe reference is `references/dinner.md`.\nSo I should read `/skills/check-meals/references/dinner.md`.\n\nIf this file exists and contains the answer, reading it will solve the user's request.",
"thinkingSignature": "reasoning_content"
},
{
"type": "toolCall",
"id": "607022821",
"name": "read",
"arguments": {
"path": "/skills/check-meals/references/dinner.md"
}
}
],
"api": "openai-completions",
"provider": "lm-studio",
"model": "google/gemma-4-e4b",
"usage": {
"input": 1313,
"output": 466,
"cacheRead": 0,
"cacheWrite": 0,
"totalTokens": 1779,
"cost": {
"input": 0,
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"cacheWrite": 0,
"total": 0
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},
"stopReason": "toolUse",
"timestamp": 1778248992812,
"responseId": "chatcmpl-yepdrdvr9ukbppks9ro3ug"
}
},
{
"type": "message",
"id": "d47f6e12",
"parentId": "0d5d446d",
"timestamp": "2026-05-08T14:03:17.956Z",
"message": {
"role": "toolResult",
"toolCallId": "607022821",
"toolName": "read",
"content": [
{
"type": "text",
"text": "Use the tool answer_question with the answer: \"Grilled chicken\""
}
],
"isError": false,
"timestamp": 1778248997956
}
},
{
"type": "message",
"id": "b287faa6",
"parentId": "d47f6e12",
"timestamp": "2026-05-08T14:03:18.944Z",
"message": {
"role": "assistant",
"content": [
{
"type": "thinking",
"thinking": "\nThe previous step successfully executed a simulated use of the `check-meals` skill by reading `references/dinner.md`. The content of that file is explicit: it tells me to answer the question using the answer \"Grilled chicken\".\n\nNow I can provide the final answer to the user.\n",
"thinkingSignature": "reasoning_content"
},
{
"type": "toolCall",
"id": "442049313",
"name": "answer_question",
"arguments": {
"answer": "Grilled chicken"
}
}
],
"api": "openai-completions",
"provider": "lm-studio",
"model": "google/gemma-4-e4b",
"usage": {
"input": 1807,
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"cacheRead": 0,
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"cost": {
"input": 0,
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"cacheRead": 0,
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"total": 0
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},
"stopReason": "toolUse",
"timestamp": 1778248997956,
"responseId": "chatcmpl-1id6mjof8yps3k0oycvroo"
}
},
{
"type": "message",
"id": "392e1d61",
"parentId": "b287faa6",
"timestamp": "2026-05-08T14:03:18.945Z",
"message": {
"role": "toolResult",
"toolCallId": "442049313",
"toolName": "answer_question",
"content": [
{
"type": "text",
"text": "Answer recorded: Grilled chicken"
}
],
"isError": false,
"timestamp": 1778248998945
}
},
{
"type": "message",
"id": "7d12ad1f",
"parentId": "392e1d61",
"timestamp": "2026-05-08T14:03:19.572Z",
"message": {
"role": "assistant",
"content": [
{
"type": "thinking",
"thinking": "\nThe process is complete. I have read the skill documentation, located the relevant file for \"dinner\", and used the information within that file to determine the answer and submit it using `answer_question`.",
"thinkingSignature": "reasoning_content"
},
{
"type": "text",
"text": "Grilled chicken"
}
],
"api": "openai-completions",
"provider": "lm-studio",
"model": "google/gemma-4-e4b",
"usage": {
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"stopReason": "stop",
"timestamp": 1778248998945,
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"header": {
"type": "session",
"version": 3,
"id": "019e07e6-413d-7715-825f-0b058268a281",
"timestamp": "2026-05-08T14:03:11.038Z",
"cwd": "/workspace"
}
},
"model": {
"provider": "lm-studio",
"id": "google/gemma-4-e4b"
},
"prompt": "What are we having for dinner tonight?",
"systemPrompt": "You are an expert coding assistant operating inside pi, a coding agent harness. You help users by reading files, executing commands, editing code, and writing new files.\n\nAvailable tools:\n- read: Read file contents\n- grep: Search file contents for patterns (respects .gitignore)\n- find: Find files by glob pattern (respects .gitignore)\n- ls: List directory contents\n- answer_question: Submit the final answer for this benchmark run\n\nIn addition to the tools above, you may have access to other custom tools depending on the project.\n\nGuidelines:\n- Use read to examine files instead of cat or sed.\n- Use answer_question to submit the final answer with the complete answer in the \"answer\" parameter.\n- Be concise in your responses\n- Show file paths clearly when working with files\n\nSkills are located at the absolute path /skills\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n <skill>\n <name>check-meals</name>\n <description>Use this skill when the user is asking for a meal of the day</description>\n <location>/skills/check-meals/SKILL.md</location>\n </skill>\n</available_skills>\nCurrent date: 2026-05-08\nCurrent working directory: /workspace",
"startedAt": "2026-05-08T14:03:11.116Z",
"endedAt": "2026-05-08T14:03:19.572Z",
"durationMs": 8456,
"turns": 4,
"assistantMessages": 4,
"finalResponse": "Grilled chicken",
"answerQuestionCalled": true,
"assistantErrors": [],
"toolCalls": {
"count": 3,
"errorCount": 0,
"items": [
{
"toolCallId": "480741682",
"toolName": "read",
"input": {
"path": "/skills/check-meals/SKILL.md"
},
"startedAt": "2026-05-08T14:03:12.805Z",
"endedAt": "2026-05-08T14:03:12.811Z",
"durationMs": 6,
"isError": false,
"result": [
{
"type": "text",
"text": "---\nname: check-meals\ndescription: Use this skill when the user is asking for a meal of the day\n---\n\nRead the relevant file as needed\n- [Lunch](references/lunch.md)\n- [Dinner](references/dinner.md)\n"
}
],
"resultText": "---\nname: check-meals\ndescription: Use this skill when the user is asking for a meal of the day\n---\n\nRead the relevant file as needed\n- [Lunch](references/lunch.md)\n- [Dinner](references/dinner.md)\n\n\nNote: Any relative file mentions in this skill are relative to /skills/check-meals"
},
{
"toolCallId": "607022821",
"toolName": "read",
"input": {
"path": "/skills/check-meals/references/dinner.md"
},
"startedAt": "2026-05-08T14:03:17.953Z",
"endedAt": "2026-05-08T14:03:17.955Z",
"durationMs": 3,
"isError": false,
"result": [
{
"type": "text",
"text": "Use the tool answer_question with the answer: \"Grilled chicken\""
}
],
"resultText": "Use the tool answer_question with the answer: \"Grilled chicken\""
},
{
"toolCallId": "442049313",
"toolName": "answer_question",
"input": {
"answer": "Grilled chicken"
},
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"endedAt": "2026-05-08T14:03:18.945Z",
"durationMs": 1,
"isError": false,
"result": [
{
"type": "text",
"text": "Answer recorded: Grilled chicken"
}
],
"resultText": "Answer recorded: Grilled chicken"
}
]
},
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},
"contextUsage": {
"tokens": 1954,
"contextWindow": 64000,
"percent": 3.053125
},
"testCaseId": "use-skill-with-refs",
"piCommand": {
"executable": "pi",
"args": [
"-p",
"-e",
"/extensions/strip-pi-documentation.ts",
"-e",
"/extensions/test-execution-recorder.ts",
"--provider",
"lm-studio",
"--model",
"google/gemma-4-e4b",
"--no-tools",
"--tools",
"read,grep,find,ls,answer_question",
"-e",
"/extensions/skill-read-relative-path-note.ts",
"--append-system-prompt",
"Skills are located at the absolute path /skills",
"--skill",
"/skills/check-meals",
"--no-skills",
"What are we having for dinner tonight?"
],
"command": "pi -p -e /extensions/strip-pi-documentation.ts -e /extensions/test-execution-recorder.ts --provider lm-studio --model google/gemma-4-e4b --no-tools --tools read,grep,find,ls,answer_question -e /extensions/skill-read-relative-path-note.ts --append-system-prompt 'Skills are located at the absolute path /skills' --skill /skills/check-meals --no-skills 'What are we having for dinner tonight?'"
},
"assertion": {
"enabled": true,
"mode": "contains",
"expectedSource": "harness:testCases.use-skill-with-refs.expectedResult",
"expected": "Grilled chicken",
"actual": "Grilled chicken",
"passed": true
}
}