aide-trio-tuning SKILL.md skillC

aide-trio-tuning from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add anonymousnomad/aide-sovereign-workbench/aide-trio-tuning@git:20260826.8da8b03

Pins git:20260826.8da8b03 in mdr.lock. Pin the fingerprint instead.

Audit grade
C, 14 of 17 checks passed
Kind
SKILL.md skill
Repository
anonymousnomad/aide-sovereign-workbench
Path
skills/packs/aide-trio-tuning/SKILL.md
Versions recorded
1
Latest version
git:20260826.8da8b03, committed Aug 26, 2026
Size
7,805 bytes
Repository stars
53
License
Apache-2.0

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

# Skill: aide-trio-tuning

# AIDE Trio Fine-Tune Program — three models, one workflow, phased roadmap

## MISSION
Three models fine-tuned specifically for the AIDE workbench workflow, served
offline via llama.cpp from AIDE's model registry:

| Slot | Model | Role | Size | Status |
|---|---|---|---|---|
| FRONTIER | mini-coder-4b (MIT, Qwen3-4B-2507 lineage) | agentic coding: edit→run→fix loops | 4B dense, Q8/Q4 | requant in progress |
| THINKING-CODER | Qwen3-4B-MiniMax-M2.1-Coder | deep reasoning + code, thinking mode | 4B, q4_k_m local | downloaded |
| RESEARCH/TOOLS | LFM2.5-1.2B-Thinking (LiquidAI) | fast tool-calling, research, extraction | 1.2B, q4_k_m local | downloaded |

## RESOURCE LAW (protects the user's AIDE build terminal)
The user is building AIDE concurrently. Therefore:
- HEAVY jobs (training runs, quantization, corpus generation bursts) launch ONLY
  after announcing them, ideally batched into one window; never stack two heavies.
- LIGHT jobs (dataset authoring, scripts, config) run anytime.
- Default pattern: heavy job → WMI-detached + log polling → report → next.
- If the laptop lags: STOP the heavy job first, apologize later.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add anonymousnomad/aide-sovereign-workbench/aide-trio-tuning@sha256:a1359bb55ff9ff11

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_dxphbdmaf6mvv6vz.svg)](https://markdownregistry.com/a/art_dxphbdmaf6mvv6vz)

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.

versioncommittedcommitsizeaudit
git:20260826.8da8b03 latest2026-08-26 8da8b03 7,805 BC view

Audit of the latest version

C  14 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: Frontmatter block present
  • fail: Frontmatter declares a name
  • fail: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7805 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

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

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_dxphbdmaf6mvv6vz
GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-trio-tuning
GET https://markdownregistry.com/api/v1/blob/a1359bb55ff9ff11501b58f06218868c4273e2f5e1afb92b70589eedc88fa882

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.

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