Research.

How we think.
What we check.

Engineering notes on intelligent software, evaluation, and the boundaries that make a result worth trusting. These are methods and positions, not a list of claimed breakthroughs.

Notes from the lab.

Read the method. Inspect the boundary.

Replay the evidence.

Deterministic replay

Why observation time, availability time, and the decision cutoff belong in different fields.

Open questions.

The next useful question is usually more specific.

  • Deterministic agent workflows
  • Adversarial testing and AI security
  • Engineering harnesses
  • Evidence and provenance
  • Automated gameplay
  • Generated-software evaluation

These are areas of interest for future notes and experiments. Completed work will be published with its method, evidence, result, and limitations.