Contribute

Help test the work, not just decorate it.

The most useful contribution may confirm a pattern, expose a failure, sharpen a boundary, or show that two histories cannot be distinguished.

Bring a case

Supply a form, the known history if available, the observation protocol, and the target distinction.

Bring a counterexample

Show where a claimed distinction fails, where a representation erases it, or where another mechanism fits better.

Bring a tool

Improve generation, measurement, replay, visualization, validation, or accessibility.

A useful submission includes

  • A precise question or claim
  • Inputs and provenance
  • Observer, protocol, representation, and target
  • Expected and observed result
  • Negative evidence and unresolved details
  • A reproducible artifact when possible

Contribution lanes

Research

Cases, comparisons, replications, and falsification attempts.

Engineering

Code, tests, device evidence, and interface improvements.

Review

Claim audits, citation corrections, and clearer alternatives.

Support

Introductions, compute, equipment, sponsorship, or practical help.

Requested expertise for the persistent-observer program

Information theory and MDL

Especially criticism of where extractable structure should and should not be used as a signal.

Reservoir computing

Fixed-observer limits, draw sensitivity, and fair reproduction of the learnable-novelty estimator.

Persistent memory and retrieval

Delayed retrieval, contradiction handling, provenance fidelity, and replay after correction.

Adversarial testing and governance

Novelty-versus-goal conflicts, HOLD behavior, host-owned execution boundaries, and substitution attacks.