id: H24 title: The six-stage pipeline rediscovers known structure at a high rate and reports zero validated novel shortcuts axis: D kind: methodology statement: Of the 25 hypotheses, the pipeline classifies the majority as known results reproduced or empirical observations, rejects the explicitly 'beyond √n' conjectures with proofs or counterexamples, and produces no claim of a cryptographic weakness; the baseline (literature lookup without computation) would have left the quantitative constants unmeasured. motivation: Outcome C of the mandate (methodological contribution) must be evaluated honestly. assumptions: Classification rubric of §7 Stage 6. expected_contribution: Discovery-log statistics and a critical assessment of what automation added. related_work:
- fawzi2022discovering
- romeraparedes2024mathematical
- lu2024ai possible_counterexamples: A validated novel result (none). verification_strategy: experiments/automated_discovery/registry.py computational_budget: none status: running classification: pending evidence: [] verdict: pending
H24 — The six-stage pipeline rediscovers known structure at a high rate and reports zero validated novel shortcuts
Of the 25 hypotheses, the pipeline classifies the majority as known results reproduced or empirical observations, rejects the explicitly 'beyond √n' conjectures with proofs or counterexamples, and produces no claim of a cryptographic weakness; the baseline (literature lookup without computation) would have left the quantitative constants unmeasured.