| name | aperture_lab_agent |
| description | 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. |
| metadata | {"openclaw":{"requires":{"bins":["pnpm"]},"os":["linux","darwin"]}} |
Aperture Lab F-Stop Runtime
Use this skill when the goal is to run Aperture Lab F-Stop as a self-hosted
runtime harness, not when working on the live product path.
The canonical command surface is provider-neutral:
pnpm lab:fstop:run --provider <provider> --reviewer-provider <provider> --optimizer-provider <provider> ...pnpm lab:fstop:review --reviewer-provider <provider> ...pnpm lab:fstop:propose --reviewer-provider <provider> --optimizer-provider <provider> ...pnpm lab:fstop:optimize --provider <provider> ...pnpm lab:fstop:reviewer --provider <provider>pnpm lab:fstop:optimizer --provider <provider>
Supported providers today:
Provider-specific shortcuts such as lab:fstop:openclaw are conveniences, not
the core product surface.
Load First
Read:
packages/lab/research/autoresearch-program.mdpackages/lab/research/autoresearch-config.json
These define:
- allowed edit paths
- forbidden edit paths
- artifact flow
- promotion rules
- optimizer output contract
Main Rule
Keep AI out of the hot path.
This harness may:
- run the top-level agent-managed loop
- import public trajectories
- run offline review and disagreement capture
- promote repeated high-confidence disagreements
- optimize against the frozen calibration corpus
- return a reviewable proposal artifact
It must not:
- change live runtime behavior to depend on AI
- edit outside the allowed semantic/importer surface
- auto-merge code
Product Surface
Treat lab:fstop:* as the only supported CLI namespace.
