Campaign Overview
The Grace self-improvement CI/CD layer is a compelling builder-native story: an OpenClaw agent that captures its own errors, accumulates learnings across sessions, and promotes mature patterns into permanent behaviour — all through a 4-tier pipeline with human gates at every promotion level. This is design journal + technical thread material.Content Angles
Design Journal: “Teaching an AI to learn from its mistakes”
Register: Builder-native (Bluesky, stratt.engineer) Angle: The honest builder story — I adapted a ClawHub skill and my own archive system to create a self-improving agent. Three hooks. Four tiers. Zero cron jobs (because ADHD means autonomous background processes cause anxiety, not productivity). Hook: “My AI agent captured 49 factual errors about itself. Here’s how I made sure it never forgets.”Technical Thread: “Claude Code hooks for self-improving agents”
Register: Protocol-native (HN, Reddit r/ClaudeAI) Angle: Practical tutorial — how to useInstructionsLoaded, PostToolUseFailure, and SessionEnd hooks to build a learning loop. JSON stdin, stdout injection, the set -e + grep pitfall. Applicable to any Claude Code project.
Hook: “3 shell scripts. 50 lines each. Your Claude Code agent now learns from every failure.”
LinkedIn: “Verifiable self-improvement in AI agents”
Register: Enterprise-native Angle: VAPA compliance angle — every learning is git-tracked, every promotion is auditable, every behaviour change requires human approval. This isn’t autonomous AI improvement — it’s governed AI improvement with an audit trail.Campaign Trail Alignment
- CT-05 PROTOCOL_NATIVE: Self-improvement as a deep-dive on execution traces + quality scoring
- CT-04 SOL_LOG: Weekly status including the self-improvement pipeline activation
- CT-03 AEROSPACE_BRIDGE: “I verified avionics software. Now I verify my AI’s learnings before they become permanent behaviour.”
Distribution Plan (7-day cycle)
| Day | Platform | Content | Link |
|---|---|---|---|
| 1 | Bluesky + X | Design journal announcement | Yes |
| 3 | Bluesky + X | ”3 hooks, 50 lines each” technical thread | No |
| 5 | Reddit r/ClaudeAI | ”How I made Claude Code learn from failures” | No |
| 8 | Enterprise angle (governed self-improvement) | Yes | |
| 10 | Bluesky + X | Archive system integration angle | No |
| 14 | Bluesky + X | ”4-tier promotion” closing thought | No |