design-control-loop SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
design-control-loop from hybridlabor-api/aos is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hybridlabor-api/aos/design-control-loop@git:20261021.3de4c64Pins git:20261021.3de4c64 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hybridlabor-api/aos
- Path
skills/global_config/design-control-loop/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261021.3de4c64, committed Oct 21, 2026
- First version recorded
- Sep 30, 2026
- Size
- 16,535 bytes
- Repository stars
- 6
- License
- Apache-2.0
Interview the user to design an agentic control loop (sensor, controller, actuator) tailored to their codebase, then build it locally.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Design Control Loop <!-- AOS notes: start (local addition, not upstream) --> ## AOS notes - **Manual, opt-in.** Start it yourself (`/design-control-loop`) for a recurring improvement loop in CI. It is not a pipeline node and not part of `/fabric-graph`; the dispatcher never calls it. After shipping, it is an optional follow-up. - **Runs outside the GO gate.** The loops it generates run unattended in CI, often with `--dangerously-skip-permissions` and API secrets, so the AOS GO gate does not cover them. That is a deliberate design choice; you decide per loop. When generating workflows, pin CLI versions instead of `@latest` and keep secrets in the CI secret store. - **Output lives in the target repo.** The generated actuator skill, scripts and workflow are written to the TARGET repo, not to AOS. - **Source.** Vendored from https://github.com/humanlayer/skills at commit `ca7c8088db69e315a8b2deea43820270457f8f3c` (MIT, see `THIRD_PARTY_NOTICES.md`). Everything below this section is upstream text. <!-- AOS notes: end --> …
Read the whole file at its exact version.
How to install
mdr add hybridlabor-api/aos/design-control-loop@sha256:b53a80f154727e14The line at the top of this page pins the label git:20261021.3de4c64, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_r2xynilllsv23hkn)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 30, 2026 and Oct 21, 2026, about one every 10 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261021.3de4c64 latest | 2026-10-21 | 3de4c64 | 16,535 B | A | view · diff |
| git:20261020.658b736 | 2026-10-20 | 658b736 | 16,539 B | A | view · diff |
| git:20260930.01068f3 | 2026-09-30 | 01068f3 | 16,612 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (16535 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
hybridlabor-api/aos · 6 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_r2xynilllsv23hkn GET https://markdownregistry.com/api/v1/resolve?ref=hybridlabor-api/aos/design-control-loop GET https://markdownregistry.com/api/v1/blob/b53a80f154727e145fcebbb825be462477306013a2f7aa125b7061f4e64ec3a4
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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