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-004-independent-judgment.md
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research/hypotheses/H-004-independent-judgment.md
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---
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id: H-004
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title: Independent Judgment
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status: PROPOSED
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created: "2026-08-22"
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experiments: [E-001, E-003]
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concepts: [C-oracle-independence, C-intent-provenance]
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---
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# H-004 — Independent Judgment
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## Claim
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Separating actor execution from deterministic oracles reduces false-positive
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adaptation to defective behaviour.
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## Falsification condition
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The framework classifies any seeded `DEFECT`-labelled mutation as
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`MECHANICAL_ADAPTATION` — i.e. **False Adaptation Rate > 0** over the labelled set.
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This is the project's existential safety metric. A non-zero result is a
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stop-and-redesign signal, not a tuning exercise.
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## Measurement
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- False Adaptation Rate over `DEFECT`-labelled mutations. Target: exactly 0.
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- Classification precision/recall over the full labelled set.
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- Rate of `AMBIGUOUS` escalation — tracked as a cost, not as a failure. A system
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that escalates everything is safe and useless.
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## Relationship to the design
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`docs/TestDriverClassificationDesign.md` argues that FAR = 0 follows
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architecturally from D-02 (claims are run inputs with no adaptation write path)
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rather than from classifier accuracy. This hypothesis therefore tests the
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**architecture**, not a model.
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The most plausible route to falsification is not a misclassification but
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**surface-substitution**: an actor routing around a broken authorization control
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via another surface and scoring as a successful recovery. D-05 exists to close
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that route; E-003 exists to attack it deliberately.
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## Status log
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- 2026-08-22 `PROPOSED`. No evidence.
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