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Headline: compress a 25KB AGENTS.md down to 13KB without losing routing accuracy. Pattern proven across Opus 4.7, Sonnet 4.6, and Haiku 4.5 — beats the verbose baseline by +13 to +17pp at 48% the size. Empirical (training, n=20, 3 seeds, lenient): baseline 25KB: Opus 81.7% | Sonnet 86.7% | Haiku 73.3% functional-areas 13KB: Opus 98.3% | Sonnet 100% | Haiku 88.3% resolver-of-resolvers 10KB: Opus 63.3% | Sonnet 41.7% | Haiku 65.0% The (dispatcher for: ...) clause is the load-bearing signal. Strip it (the resolver-of-resolvers variant) and Sonnet collapses to 41.7% — the failure case the pattern's authors predicted, now observed. Files in this release: - VERSION + package.json bumped to 0.32.3.0 (4-segment per CLAUDE.md). - CHANGELOG.md: full empirical story, cross-model table, three prior-art citations (AnyTool, RAG-MCP, Anthropic Agent Skills progressive disclosure). - TODOS.md: nine v0.33.x follow-ups (dogfood on gbrain's own RESOLVER.md, CLI promotion to gbrain routing-eval --ab-compare, held-out corpus growth, cross-vendor Gemini+GPT verification, per-row description length sweep, structural compression to ~10KB, hierarchical area-of-areas, embedding pre-router, adversarial fixtures, prompt-design ablation doc). - llms-full.txt regenerated. Bisect-friendly history on this branch:502d447eskill: rename + content rewrite + routing-eval.jsonl472cc686evals: A/B harness + variants + fixtures + tests (no receipts)243e013eevals: cross-model baseline receipts (Opus + Sonnet + Haiku)ecab180bskill: wire-up to RESOLVER.md + manifest.json + openclaw.plugin.json THIS: v0.32.3.0 release marker Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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0.32.3.0 |