aide-cipher-self-healing-sop SKILL.md skillA
aide-cipher-self-healing-sop 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/aide-cipher-self-healing-sop@git:20260829.b34c72fPins git:20260829.b34c72f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-cipher-self-healing-sop/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260829.b34c72f, committed Aug 29, 2026
- Size
- 7,417 bytes
- Repository stars
- 53
- License
- Apache-2.0
The standard operating procedure for Project Cipher's self-healing loop — state bus, [learned] block injection, verification battery, sleep-time training cycle, operator changelog. Use when wiring any new component that touches approvals/rejections, when designing new "learned" sources, when running or extending the verification battery, when investigating why a QLoRA cycle was archived, or when the operator asks "how does Cipher get better?".
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
# Cipher Self-Healing SOP A runbook, not a research paper. Every step is verifiable. ## What "self-healing" means here Cipher is a static GGUF plus a fluid QLoRA adapter plus a growing `[learned]` context block. The model **does not** retrain itself live. What it does: 1. **Context healing** — every approval/rejection feeds a JSONL bus (`.aide/cipher-state.jsonl`). High-frequency patterns (>=3 occurrences, >=60% approved) are reformatted as `[learned]` lines and injected into the system scaffold on the next chat. The model gets better at your workflow without any weight change. 2. **Sandbox self-correction** — TASK proposals (file edits + commands) run against scratch copies first. Test/lint/compile results feed back into the model for up to 3 retries. Only verified diffs reach the SHIP panel. (Stage 2, not yet wired.) 3. **Sleep-time weight healing** — when idle, AIDE re-runs QLoRA over verified-good trajectories. The new adapter must pass the non-regression battery (delta >= 0) or it's archived. Operator approves the changelog before any swap. (Stage 3, not yet wired.) 4. **Per-failure targeted healing** — every category-FAIL in the …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-cipher-self-healing-sop@sha256:f82cb86e1c5aab5dThe line at the top of this page pins the label git:20260829.b34c72f, 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_pvvzcacjadpu5cve)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 29, 2026.
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 (7417 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
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_pvvzcacjadpu5cve GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-cipher-self-healing-sop GET https://markdownregistry.com/api/v1/blob/f82cb86e1c5aab5d8b4328dbb91a21049a8cff476a01d1490bf63cdb1aa0432b
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.