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Context management

2entries across current project state and published notes.

Notes

A platform capability does not exist all at once

Exploratory claim · Current · Agent infrastructure

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. began as an answer to tool results flooding model context. Programmatic tool calling now moves that work into the harness, invalidating the original product boundary while leaving a narrower durable-evidence question open.

Measure the diagnosis, not only the transcript

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.