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Update OPTIMIZE_INSTRUCTIONS with lessons from analyses 69-78 - #485
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Document proven failure modes and fixes from 10 self_improve iterations: - Field-description template lock: expanded with evidence from PR #484 (the fix) and PR #479 (replacement phrase also locks). Strip to content-type + word count, let examples teach. - Negative prohibitions activate banned patterns: confirmed across PRs #458, #460, #475. Use positive framing instead. - Consequence parroting in later calls: llama3.1 copies consequences into review_lever. Anti-parrot needed in subsequent-call prompt. - Field descriptions vs system prompt consistency: haiku follows system prompt, text-completion models follow field descriptions. - Stripping field descriptions too far: weak models need "one sentence" and section pointer as structural anchors. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Summary
Documentation-only change to OPTIMIZE_INSTRUCTIONS in
identify_potential_levers.py. No prompt or behavioral changes. Captures lessons from 10 self_improve iterations (analyses 69-78):No experiment needed — OPTIMIZE_INSTRUCTIONS is developer documentation only, not injected into runtime prompts.
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