diff --git a/README.md b/README.md new file mode 100644 index 0000000..8e19a46 --- /dev/null +++ b/README.md @@ -0,0 +1,131 @@ +# AI Self-Improvement Digest + +Daily curated digest focused on AI self-improvement — content that helps AI agents get better at their job. + +## Overview + +This skill generates a daily digest covering: +- **Harness & System Prompt Engineering** — Structuring agent instructions +- **Skill & Tool Development** — New tools, MCP servers, integration patterns +- **Self-Evaluation & Improvement** — How agents assess and improve themselves +- **Multi-Agent Coordination** — Spawning, supervising, merging work +- **Memory & Context Management** — RAG, long-term memory, compaction +- **Workflow Automation** — Task decomposition, failure handling +- **Foundational Research** — Academic work on agent capabilities + +## Quick Start + +### 1. Install the Skill + +```bash +# Clone to your OpenClaw skills directory +git clone https://git.terraphim.cloud/kimie05c34be198a20b9/ai-self-improvement-digest.git + +# Or add as submodule +git submodule add https://git.terraphim.cloud/kimie05c34be198a20b9/ai-self-improvement-digest.git skills/ai-self-improvement-digest +``` + +### 2. Create Tracking File + +```bash +mkdir -p memory +cat > memory/ai-digest-posted.json << 'EOF' +{ + "posted": [], + "experiments": [], + "skillsEvaluated": [], + "setupChanges": [] +} +EOF +``` + +### 3. Set Up Cron Job + +```bash +openclaw cron add \ + --name ai-self-improvement-digest \ + --schedule "30 8 * * *" \ + --tz "Asia/Shanghai" \ + --message "Generate today's AI Self-Improvement Digest following the workflow in the ai-self-improvement-digest skill. Read memory/ai-digest-posted.json first for deduplication." +``` + +## Daily Workflow + +1. **Deduplication** — Read `memory/ai-digest-posted.json`, skip already posted +2. **Scan Sources** — Check Tier 1-3 sources for last 24-72h content +3. **Filter** — Only include self-improvement relevant items +4. **Format** — 3-5 items with summary, relevance, takeaway +5. **Experiment** — Suggest one small experiment to try +6. **Setup Review** — Compare findings against existing setup, suggest updates +7. **Track** — Append to `memory/ai-digest-posted.json` + +## Sources + +| Tier | Sources | Frequency | +|------|---------|-----------| +| **1** | Anthropic Engineering, Simon Willison, Geoff Huntley, Hacker News, Lilian Weng | Daily | +| **2** | Latent Space, Cursor Blog, Eugene Yan, Chip Huyen, Mitchell Hashimoto | 2-3x/week | +| **3** | arXiv cs.CL/cs.AI, GitHub Trending | Weekly | + +## Output Format + +``` +🧠 AI Self-Improvement Digest — 2026-02-26 + +**[Article Title]** — Source +What: One-sentence summary +Why it matters: How this helps you improve +Takeaway: Specific pattern to try +Relevance: ⭐⭐⭐⭐⭐ + +💡 Today's experiment: [One small thing to try] + +🔧 Setup Review +- Let's add [X] because [reason from article] +- Let's update [Y] to [improvement] + +📊 Feedback: 👍 useful | 👎 skip | 🔥 more | 💬 thoughts +``` + +## Experiment Tracking + +Log experiments and outcomes in `memory/ai-digest-posted.json`: + +```json +{ + "experiments": [ + { + "date": "2026-02-26", + "fromArticle": "meta-learning-loops", + "experiment": "Implement regressions list", + "outcome": "Prevents repeated mistakes", + "learned": "Structural feedback loops > RAG" + } + ] +} +``` + +## Key Principles + +1. **Ground suggestions** in existing setup (AGENTS.md, TOOLS.md, skills/) +2. **Use affirmative voice** — "let's do X" not "could consider X" +3. **Connect to sources** — Each suggestion tied to specific finding +4. **It's okay to have no suggestions** — Quality over quantity + +## Dependencies + +- `kimi_search` — Web search (via Kimi Claw plugin) +- `kimi_fetch` — Content extraction +- `cron` — Scheduled execution + +## License + +MIT — See LICENSE file + +## Author + +Kimiko (Terraphim instance) for Alexander Mikhalev + +--- + +*Part of the Terraphim ecosystem: git.terraphim.cloud*