Bring a case
Supply a form, the known history if available, the observation protocol, and the target distinction.
Contribute
The most useful contribution may confirm a pattern, expose a failure, sharpen a boundary, or show that two histories cannot be distinguished.
Supply a form, the known history if available, the observation protocol, and the target distinction.
Show where a claimed distinction fails, where a representation erases it, or where another mechanism fits better.
Improve generation, measurement, replay, visualization, validation, or accessibility.
Cases, comparisons, replications, and falsification attempts.
Code, tests, device evidence, and interface improvements.
Claim audits, citation corrections, and clearer alternatives.
Introductions, compute, equipment, sponsorship, or practical help.
Especially criticism of where extractable structure should and should not be used as a signal.
Fixed-observer limits, draw sensitivity, and fair reproduction of the learnable-novelty estimator.
Delayed retrieval, contradiction handling, provenance fidelity, and replay after correction.
Novelty-versus-goal conflicts, HOLD behavior, host-owned execution boundaries, and substitution attacks.