anonymousnomad/aide-sovereign-workbench · skills/packs/aid-cipher-4b-fine-tune-pipeline/SKILL.md

aid-cipher-4b-fine-tune-pipeline skillB

aid-cipher-4b-fine-tune-pipeline is agent-read markdown (skill) from anonymousnomad/aide-sovereign-workbench: End-to-end recipe for fine-tuning the AIDE in-house cipher-4b model: fix the broken venv, install the ML stack, generate SFT pairs (Node.js, no Python), run QLoRA training, convert LoRA to GGUF adapter, evaluate against the capability battery, promote/archive/rollback. Per the cipher-qlora-finetune skill, the AIDE baseline is 0.683 composite across 23 AIDE-world tasks; the v2 adapter must hit >= 0.02 delta with no category regression > 0.1 to promote. Use whenever the user wants to improve the i.

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/aid-cipher-4b-fine-tune-pipeline@git:20260908.e9ac98d
Exact content
mdr add anonymousnomad/aide-sovereign-workbench/aid-cipher-4b-fine-tune-pipeline@sha256:00634c3e4db2f469

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_3fogcvduz37qre2q.svg)](https://markdownregistry.com/a/art_3fogcvduz37qre2q)

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Versions

versioncommittedcommitsizeaudit
git:20260908.e9ac98d latest2026-09-08 e9ac98d 10,834 BB view

Audit of the latest version

B  16 of 17 checks passed. Deterministic, no model, same answer every run.
  • fail: No link to a raw IP address (matched: http://127.0.0.1:8085)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10834 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 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_3fogcvduz37qre2q
GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aid-cipher-4b-fine-tune-pipeline
GET https://markdownregistry.com/api/v1/blob/00634c3e4db2f4697d80373f15813725573b902725cfbbc23f326259886d356d

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