cipher-qlora-finetune SKILL.md skillA
cipher-qlora-finetune 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/cipher-qlora-finetune@git:20260908.e9ac98dPins git:20260908.e9ac98d 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/cipher-qlora-finetune/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- Size
- 14,614 bytes
- Repository stars
- 53
- License
- Apache-2.0
QLoRA / LoRA fine-tuning pipeline for the aide-cipher-4b in-house model (Qwen2.5-Coder 4B Q8 + LoRA adapter) on the GTX 1060 6GB. Use when preparing training data, running a fine-tune round, evaluating the new adapter against the capability battery, and promoting/archiving the result. Research-backed, no guessing.
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-qlora-finetune — adapter fine-tune SOP for the in-house model ## 0. What this skill is for The in-house model in AIDE is `aide-cipher-4b`: - Base: `Qwen2.5-Coder-7B`-class lineage, actually 4B (4,022,468,096 params) at Q8_0 - Adapter: `frontier-lora.gguf` (v1, 132 MB) — operator-trained, currently the production adapter - Runtime: `llama-server` (CPU build today, since Vulkan probe fails on this VMware SVGA stack; per `daemon-restart.err.log`) The fine-tuning lane: produce a v2 adapter, evaluate against the same capability battery, promote only on positive delta, never regress the production path. **Why this matters:** the user wants to "continue improving it, fine-tuning it, and testing it in AIDE-world workflows." The first step is a reproducible, measurable, gated fine-tuning round. Not LoRA on the 4B base at random — a documented procedure with research-backed numbers and verification gates. ## 1. Current verified state (2026-08-28) | Item | Value | Source | |---|---|---| | Base model | `base.q8_0.gguf` (4.28 GB) | `E:\aide-sovereign-workbench\models\aide-house\` | | Current adapter | `frontier-lora.gguf` (132 MB) | same dir | …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/cipher-qlora-finetune@sha256:950b33a19b3b9d4bThe 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_f5bmci2tzppevvfi)
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Versions
The registry has recorded 1 version of this file, committed on Sep 8, 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 (14614 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_f5bmci2tzppevvfi GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/cipher-qlora-finetune GET https://markdownregistry.com/api/v1/blob/950b33a19b3b9d4bd997238704c52fc4b8a49269ba160919bcdc3f58394e35cb
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.