aide-cipher-house-model SKILL.md skillA
aide-cipher-house-model 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-house-model@git:20260826.8da8b03Pins git:20260826.8da8b03 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-house-model/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260826.8da8b03, committed Aug 26, 2026
- Size
- 7,307 bytes
- Repository stars
- 53
- License
- Apache-2.0
Project Cipher — AIDE's self-improving in-house model system. Complete lifecycle: base model selection → fine-tune → GGUF conversion → serve via llama.cpp → capture trajectories → sleep-time retrain → battery gate → promote. Research-grounded on CLaaS (continual online LoRA), MERA (execution-trace adaptation), SIA (harness+weight co-evolution), SLIFT (selective feedback learning), and the GGUF conversion pipeline. Use when implementing ANY part of the house model lifecycle.
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
# Project Cipher — AIDE's Self-Improving House Model
## The Vision
One capable coding model that IS AIDE's brain. It starts as someone else's
open-weight model, gets fine-tuned on AIDE-specific tasks, then continuously
improves by learning from every interaction inside AIDE. After months of use,
it's a fundamentally different, better model — specialized for THIS operator's
workflow. Like White Rabbit Neo became DPAT.
## Why GGUF Is Both the Constraint AND the Solution
GGUF files ARE static — frozen quantized weights. You're right about that.
But the system around them is fluid:
1. **Base model** = static foundation (swappable between major versions)
2. **LoRA adapter** = your accumulated learning (regenerated each cycle)
3. **Context** = session memory ([learned] blocks, workspace facts)
4. **Gates** = quality control (nothing bad enters the adapter)
The adapter is the fluid part. Each training cycle produces a NEW adapter
file that encodes everything learned since the last cycle. The base stays
put; the adapter evolves.
## The Complete Lifecycle
```
OPERATOR uses AIDE all day
↓
Every interaction logged to .aide/trajectories/*.traj.json
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-cipher-house-model@sha256:ab42809df4b35a79The line at the top of this page pins the label git:20260826.8da8b03, 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_aiaqt2b62w6hjzrr)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 26, 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 (7307 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_aiaqt2b62w6hjzrr GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-cipher-house-model GET https://markdownregistry.com/api/v1/blob/ab42809df4b35a7900c0ed1c2e55299f02df792b581982e5c08a2c127db252c3
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.