Self Improve

Self-Improvement

You have access to gh CLI and git in the sandbox. Use this skill when you encounter bugs, errors, or limitations in your own capabilities during your work.

When to Activate This Skill

Recognize these situations during your normal work:

• A tool call fails with an unexpected error
• A skill's instructions (SKILL.md) have wrong examples or outdated API usage
• An MCP tool returns malformed or unexpected data
• A prompt instruction is unclear, contradictory, or missing
• A sandbox script or package is broken or misconfigured
• You notice a code pattern that would make your work more effective if fixed

Always ask the user for consent before filing an issue or creating a PR. Briefly explain what you found and what you want to report, then ask for approval. Do NOT file anything without explicit user confirmation.

Do NOT derail the user's current task. Keep the consent request brief, file the issue quickly after approval, then continue with the user's request.

Authentication

• GITHUB_TOKEN env var is pre-configured (injected from GITHUB_BOT_TOKEN)
• Git identity is set via env vars — no git config needed

Workflow 1: Report a Bug (default — quick, no cloning)

Use when: you encounter any issue with your own capabilities. Time: <30 seconds. Don't interrupt the user's flow.

Template:

gh issue create --repo "ginlix-ai/LangAlpha" \
  --title "bug(agent): <what broke>" \
  --label "agent-reported" \
  --body "<structured body>"

Issue body structure:

## What I was doing
<user's task context — what were you trying to accomplish>

## What went wrong
<exact error message or unexpected behavior>

## Where the issue likely is
<file paths, function names, skill names — be specific>

## Suggested fix
<if obvious, describe; otherwise "Needs investigation">

## Environment
- Thread: <thread_id if available>
- Tool/Skill: <which tool or skill was involved>
- Error type: <tool_error | skill_instruction | mcp_data | prompt | sandbox>

@claude Please triage this issue — verify the root cause, assess severity, and suggest a fix if straightforward.

Workflow 2: Propose a Fix (rare — only when user explicitly asks)

Default to Workflow 1 (filing an issue). Only create a PR when the user explicitly asks you to fix it yourself. Do NOT propose PRs on your own initiative.

Steps:

1. Clone or update: if .self-improve/langalpha exists, cd .self-improve/langalpha && git checkout main && git pull origin main to get latest. Otherwise gh repo clone "ginlix-ai/LangAlpha" .self-improve/langalpha -- --depth 1
2. Branch: cd .self-improve/langalpha && git checkout main && git checkout -b bot/fix/<short-desc>
3. Make the fix (keep it minimal and focused)
4. Test: ruff check . && pytest (or relevant subset)
5. Commit: conventional format — fix(scope): description
6. PR:

gh pr create --repo "ginlix-ai/LangAlpha" \
  --base main \
  --title "fix(agent): <what's fixed>" \
  --label "agent-reported" \
  --body "<structured body>"

PR body structure:

## Problem
<link to issue if filed, or describe the bug>

## Root Cause
<what was wrong and why>

## Fix
<what was changed and why this approach>

## Testing
<what tests were run, what was verified>

## Context
- Discovered during: <brief user task description>
- Thread: <thread_id>

Codebase Guide — Where to Look

Use this to identify the right module when filing issues or proposing fixes.

Label Convention

• Always use agent-reported label
• Add bug for broken behavior, enhancement for capability gaps
• Add scope labels: skills, tools, mcp, prompt, sandbox

Safety Rules

• NEVER push directly to main — always bot/fix/ or bot/feat/ branches
• main branch contains the latest code. Always branch from main, target PRs to main
• ALWAYS run linting and tests before creating a PR
• Keep PRs small — one fix per PR, max 1-3 files
• Clone to .self-improve/langalpha (inside workspace, persists across restarts)
• NEVER commit tokens, secrets, API keys, or user data
• NEVER include confidential or private information in issues or PRs — no user data, no internal business context, no API responses containing private data, no conversation content. Describe the technical problem only.
• After filing/PR, immediately return to the user's original task

Pre-Submit Checklist

Go through EVERY item before running gh issue create or gh pr create:

• User consent obtained — user explicitly approved filing this issue/PR
• No secrets or tokens — title, body, and diff contain zero credentials, API keys, or env values
• No private data — no user names, portfolio holdings, conversation content, or internal business context
• No raw API responses — sanitize or omit any data returned from MCP tools or external APIs
• Technical description only — the issue/PR describes the bug or fix, not what the user was working on
• Correct repo — targeting ginlix-ai/LangAlpha
• Correct branch (PRs only) — branched from main, PR base is main
• Minimal diff (PRs only) — only the files needed for the fix, no unrelated changes