A wrapper-derived effect-intent projection should let an application session correlate instability during the next Talos control-plane upgrade; if it still escalates without correlation, the hypothesis fails.
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.
Exploratory claim · Current · Agent infrastructure
Production access exposes the limits of prompt-only agent design. A useful operational run binds a general harness to domain context, scoped authority, evidence, and completion rules.