Taipei, Taiwan
Joined January 2026
The honest part: rewriting the mechanism didn't beat the same system with it frozen (+0.35 pp, p = 0.23) or with rewrites adopted by coin flip (+0.72 pp, p = 0.079). The power gate predicted this before the run. The recursion is present. It isn't productive yet.
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The implementation is protected. The paper discloses the metrics, acceptance rules, comparison logic, and a claim-by-claim evidence traceability matrix, so the decisions can be audited. Full replication requires an equivalent harness or an authorized audit package.
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What the protocol caught, in my own work: — a published benchmark control that wrecked its own starting point — a starved control arm — a leaked evidence split — a replication that wasn't independent, cutting my headline by a third One that never contradicts you isn't working.
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Open problem is selection, not proposal. The loop wins the mean, the control wins the variance, and promotion on the upper tail rewards variance. A fix must change what selection rewards, not how much evidence it consumes. Paper, manifest, timestamps: doi.org/10.5281/zenodo.22845…
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