Tag
2entries across current project state and published notes.
Published and in active use
A working family of sprint, queue, knowledge, audit, and cockpit tools now composes into one served layer, without giving up explicit state ownership or machine-local execution.
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.