aperture

Apply bounded semantic-layer improvements for Aperture Lab F-Stop's frozen calibration corpus. Use when acting as the optimizer model inside the VPS F-Stop loop; edit only the allowed semantic/importer files, run the required gates, and return a structured JSON outcome.

Run Aperture Lab F-Stop's provider-neutral runtime loop. Use when operating the self-hosted reviewer/optimizer harness against OpenClaw, Hermes, or another compatible runtime through the canonical lab:fstop:* commands.

Run Aperture Lab F-Stop on imported public trajectories, prepare review artifacts, compare disagreements, and propose bounded semantic-layer improvements under strict replay gates.

Run Aperture Lab F-Stop, the offline discovery, calibration, and proposal subsystem for Aperture. Use when operating the product-facing lab:fstop:* command surface across OpenClaw, Hermes, or another compatible runtime.

Review Aperture Lab F-Stop offline review prompts and return JSON-only findings about title, summary, status, intentFrame, toolFamily, and consequence. Use when acting as the reviewer model inside the Aperture Lab F-Stop loop; do not edit code and do not return prose outside the required JSON.