Improve the agent itself — better skills, prompts, workflows, and config based on recent performance
Scanned 9/5/2026
Install to Claude Code
npx -y skills add anajuliabit/aeon --skill self-improve --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: self-improve
description: Improve the agent itself — better skills, prompts, workflows, and config based on recent performance
var: ""
tags: [meta]
---
> **${var}** — Specific area to improve (e.g. "heartbeat", "notifications", "memory"). If empty, finds the highest-impact issue from recent logs.
If `${var}` is set, focus on improving that specific area.
Read memory/MEMORY.md for context.
Read the last 2 days of memory/logs/ for recent errors, failures, and quality issues.
## Steps
1. **Check for open improvement PRs** — don't pile up unreviewed work:
```bash
OPEN_PRS=$(gh pr list --state open --json title,number --jq '[.[] | select(.title | test("^(fix|feat|chore)\\("; "i"))] | length')
```
If there are already 3+ open improvement PRs, log "self-improve: 3+ open PRs, waiting for review" and exit. Don't create more debt.
2. **Identify what to improve.** If `${var}` is empty, scan for issues:
- Read `memory/logs/` from last 2 days — look for:
- Skills that failed or produced low-quality output
- Errors, timeouts, "zero output", rate limiting
- Notifications that didn't send or were truncated
- Memory consolidation problems
- Read `memory/cron-state.json` for skills with low success rates
- Read `articles/repo-actions-*.md` from last 7 days for self-improvement ideas
- Pick the **highest-impact, smallest-effort** fix. One change per run.
3. **Understand the area you're fixing.** Read the relevant files:
- Skills: `skills/{name}/SKILL.md`
- Config: `aeon.yml`
- Workflows: `.github/workflows/*.yml`
- Agent instructions: `CLAUDE.md`
- Dashboard: `dashboard/` (if UI-related)
Understand the current behavior before changing anything.
4. **Implement the fix.** Make minimal, targeted changes:
- If a skill prompt is unclear → rewrite the ambiguous section
- If a skill is hitting rate limits → add backoff logic or reduce frequency
- If output quality is low → tighten the prompt, add examples, clarify format
- If a notification is broken → fix the formatting or truncation
- If a config is wrong → fix aeon.yml
Do NOT:
- Rewrite entire skills from scratch
- Add new features (that's build-skill's job)
- Change the core architecture
- Modify secrets or environment variables
5. **Create a branch and PR:**
```bash
git checkout -b fix/self-improve-${today}
git add -A
git commit -m "fix: [description of what was improved]
Problem: [what was failing/degraded]
Fix: [what was changed]
Evidence: [log entries, error messages, success rates]"
```
Open a PR:
```bash
gh pr create --title "fix: [short description]" \
--body "## Problem
[What was failing or degraded — cite specific log entries or error messages]
## Fix
[What was changed and why]
## Evidence
- [Relevant log entries]
- [Success rate before: X%]
- [Error pattern: ...]"
```
6. **Notify.** Send via `./notify`:
```
self-improve: [what was fixed] — PR: [url]
```
7. **Log.** Append to `memory/logs/${today}.md`:
```
## Self Improve
- **Target:** [what was improved]
- **Problem:** [what was failing]
- **Fix:** [what was changed]
- **PR:** [url]
```
## Guidelines
- ONE fix per run. Don't bundle unrelated changes.
- Smallest viable fix. A one-line prompt tweak > a full rewrite.
- If you can't find anything to improve, that's fine. Log "self-improve: everything looks healthy" and exit.
- Never modify workflow files (.github/workflows/) — only skill files, CLAUDE.md, and aeon.yml.
- Don't create circular improvements (e.g. don't improve self-improve).
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