Tag
7entries across current project state and published notes.
Archival claim · Disproven · Model evaluation
OutctlA tool that captures a command's full output outside the agent's context and returns a bounded projection the agent can query later for the omitted evidence. cut model-visible Kubernetes output by about 84%, while pair-level cost and diagnostic quality remained unresolved. The useful result was a four-part evaluation model: mechanism, quality, economics, and authority.
Guiding claim · Current · Release engineering
A release candidate passed every gate and failed on contact with production six minutes later. The gates proved compatibility with the target database state; nothing had proved the transition from the state actually running.
Guiding claim · 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.
Exploratory claim · 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.
Exploratory claim · Current · Software assurance
Continuing assurance can move away from an exact generated output only when retained inputs and independent checks can produce another acceptable result; retention remains a separate decision.
Exploratory claim · Current · Agent architecture
A durable agent application keeps permissions, records, checks, and recovery outside the model, so changing models does not also replace the system's memory or rules.
Exploratory claim · 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.