anonymousnomad/aide-sovereign-workbench · skills/packs/cipher-qlora-finetune/SKILL.md

cipher-qlora-finetune skillA

cipher-qlora-finetune is agent-read markdown (skill) from anonymousnomad/aide-sovereign-workbench: 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..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add anonymousnomad/aide-sovereign-workbench/cipher-qlora-finetune@git:20260908.e9ac98d
Exact content
mdr add anonymousnomad/aide-sovereign-workbench/cipher-qlora-finetune@sha256:950b33a19b3b9d4b

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_f5bmci2tzppevvfi.svg)](https://markdownregistry.com/a/art_f5bmci2tzppevvfi)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260908.e9ac98d latest2026-09-08 e9ac98d 14,614 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • 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

GitHub

anonymousnomad/aide-sovereign-workbench · 23 stars · license Apache-2.0 · pushed 2026-09-17 · 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

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.