aid-closed-loop-self-improvement SKILL.md skillC
aid-closed-loop-self-improvement from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/aid-closed-loop-self-improvement@git:20260908.e9ac98dPins git:20260908.e9ac98d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aid-closed-loop-self-improvement/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- Size
- 9,012 bytes
- Repository stars
- 53
- License
- Apache-2.0
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
# aid-closed-loop-self-improvement — the AIDE "Iron Man suit" loop
## What this is
AIDE is the harness around the in-house model. The model is the reactor. The closed loop is what makes the suit **self-healing** — model failures become training signal, the model improves, the harness gets better, the user ships more code.
Per user directive (2026-08-31): *"self healing, learn from, and eventually I wanted to have working update its own and work on its own source code and find its own falls in its own source code"*. The model must improve itself through observation of its own failures on the actual user workload.
This skill is the SOP for the entire loop. Per `post-training-closed-loop`: every iteration = evaluate -> collect failures -> verify -> route to correct stage -> retrain -> re-evaluate. But this skill adapts that to a CONTINUOUS background loop running inside the IDE while the user works, not a one-shot training cycle.
## The loop (in production)
```
1. OBSERVE Every chat turn + every desktop action + every agent tool call writes to `.aide/cipher-state.jsonl`.
The state bus is the loss function's input.
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aid-closed-loop-self-improvement@sha256:57ffae56e50ead2eThe line at the top of this page pins the label git:20260908.e9ac98d, 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_xahauvhwhdzy7lev)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 8, 2026.
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9012 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_xahauvhwhdzy7lev GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aid-closed-loop-self-improvement GET https://markdownregistry.com/api/v1/blob/57ffae56e50ead2e44fcfa23449c044e2f68abf7661d64cf4efb4079ca0e3c2e
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.