self-improving

Meta-learning system with a structured JSONL learnings store (confidence decay, staleness, prompt-injection-filtered), automated reflection triggers, and hooks that fire at key moments (PR merge, context compaction, debugging failures). Replaces narrative MEMORY.md with a queryable, token-budgeted store while keeping MEMORY.md as a rendered index.