| name | aperture_lab_fstop |
| description | 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. |
| metadata | {"openclaw":{"requires":{"bins":["pnpm"]},"os":["linux","darwin"]}} |
Aperture Lab F-Stop
Use this skill when the goal is to operate F-Stop, the discovery and
proposal subsystem inside Aperture Lab.
The canonical command surface is:
pnpm lab:fstop:campaign --provider <provider> --reviewer-provider <provider> --optimizer-provider <provider> ...pnpm lab:fstop:run --provider <provider> --reviewer-provider <provider> --optimizer-provider <provider> ...pnpm lab:fstop:review --reviewer-provider <provider> ...pnpm lab:fstop:reviewer --provider <provider>pnpm lab:fstop:propose --reviewer-provider <provider> --optimizer-provider <provider> ...pnpm lab:fstop:optimize --provider <provider> ...pnpm lab:fstop:optimizer --provider <provider>
Load first:
packages/lab/research/autoresearch-program.mdpackages/lab/research/autoresearch-config.json
Main rule:
- keep AI out of the live Aperture hot path
- use F-Stop to discover, review, calibrate, and propose
- let Aperture Lab own the scoring and gates
- prefer
lab:fstop:campaign for unattended VPS work
