The Shelf · Signal Library
No. 182

Meta²: precompute how to evolve the harness, not just the harness

StrongEvidence grade
Nov 4, 2026Shelved
Agentic AISection
sha256:44190f012fe6…Fingerprint

offline harness optimization ships one shared harness that can overfit and cannot react mid-run, while online evolvers must reason from scratch or need verifier feedback that is unavailable at test time. Meta² learns a reusable textual Meta-Skill offline — by contrasting rollouts with no evolver, with an evolver, and with an evolver given privileged verifier information — and an online evolver then uses it to decide whether to keep the harness or make a task-local edit as evidence emerges.

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Cite as — Sawdust Shelf v2026-11-05.3 · No. 182 · fingerprint sha256:44190f012fe6…
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