Tag
5entries across current project state and published notes.
guiding / current / creative tooling
A 48-second generated loop stays out of Git, and ~21 MiB of tracked source, manifests and receipts identify ~2.2 GiB of untracked media and verify any retained or reconstructed copy. That buys identity, not availability or reproducibility — the gates taught the rest.
exploration / current / model evaluation
A small isolated-completion pilot asked whether a model can report influences on its own output. External-reconstruction controls qualitatively reproduced the effects, so the useful residue was operational, not introspective.
exploration / current / software assurance
AI generation creates more disposable realizations, but an artifact becomes derived only when assurance can move from its exact implementation to a durable generation and verification contract.
exploration / current / agent architecture
A model can be replaced only when the application retains authority, canonical state, evidence, verification, and recovery outside the model's control.
exploration / current / open source
AI weakens the old correlation between producing a plausible patch and understanding a project, so OSS contribution shifts toward evidence, verification, standing, and durable ownership.