菜单
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.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
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 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.
| 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"]}} |
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:
openclawhermesgenericProvider-specific shortcuts such as lab:fstop:openclaw are conveniences, not
the core product surface.
Read:
packages/lab/research/autoresearch-program.mdpackages/lab/research/autoresearch-config.jsonThese define:
Keep AI out of the hot path.
This harness may:
It must not:
Treat lab:fstop:* as the only supported CLI namespace.