T03: research control plane
H-001..H-005 with explicit falsification conditions, E-001..E-003, the Concept-Implementation Fitness Map, findings log and ID convention. Plain files, no tooling. - fitness map corrects Improvement Loop section 13 levels downward: nothing exceeds C1 without implementation - H-005 (Energy) dormant by decision - events captured, no scoring written - H-001 gets a genuine control arm so the semantic-action thesis is not trivially true - E-003 added: deliberately attacks the safety boundary rather than only sampling benign cases Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Assistant: claude-code Assistant-Model: opus Assistant-Process: 1629012@bnt-lap001 Assistant-Session: 78d4fb13-8a1e-474b-87a3-9b9261c49a39
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research/hypotheses/H-003-crystallization.md
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research/hypotheses/H-003-crystallization.md
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---
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id: H-003
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title: Crystallization
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status: PROPOSED
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created: "2026-08-22"
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experiments: [E-002]
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concepts: [C-crystallization]
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---
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# H-003 — Crystallization
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## Claim
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A sufficiently stable agentic execution can be converted into deterministic test
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code without losing relevant oracle coverage.
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## Falsification condition
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Any of:
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- the generated deterministic test cannot be produced without human authorship of
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the assertions;
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- it drops one or more oracles present in the agentic ancestor;
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- it passes where the ancestor would have failed, or vice versa, on the same lab
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version;
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- it costs no less to execute than the agentic ancestor.
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## Measurement
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- Crystallization success rate.
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- Oracle set of descendant vs ancestor — must be a superset or equal.
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- Verdict agreement between ancestor and descendant across lab versions.
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- Execution cost ratio (tokens, wall time) descendant : ancestor.
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## Note on the cost criterion
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The cost criterion is included deliberately. If crystallization preserves
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semantics but saves nothing, the thesis is intact but the product rationale is
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not — and that distinction should be visible in the record rather than discovered
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by a user.
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## Status log
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- 2026-08-22 `PROPOSED`. No evidence.
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