aide-fine-tune-lane-wire-in SKILL.md skillB
aide-fine-tune-lane-wire-in 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-fine-tune-lane-wire-in@git:20260908.e9ac98dPins git:20260908.e9ac98d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-fine-tune-lane-wire-in/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- First version recorded
- Sep 8, 2026
- Size
- 22,687 bytes
- Repository stars
- 53
- License
- Apache-2.0
Wire the AIDE fine-tune lane end-to-end so the closed-loop's verifier-stamped failure signals become a trained, gated, served LoRA adapter. Covers the verified machine reality (GTX 1060 6GB Pascal FP32-only, no CUDA torch on the box, broken venv trap, no convert_lora_to_gguf.py on disk, GGUF-only base), the signal->pairs->train->adapter->gate chain, the exact venv rebuild, the QLoRA-on-e-4b recipe with Pascal-correct compute dtype, the battery gate (composite >= +0.02, no category regress >…
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
# AIDE Fine-Tune Lane — Verified Wire-In SOP
## Status: STAGES 0-2 COMPLETE, STAGE 3 IN PROGRESS (2026-09-08)
The closed loop now captures signals; the fine-tune lane that CONSUMES them is the missing half.
- Signal contract EXISTS and WORKS: `scripts/selfimprove.mjs` emits verifier-stamped rows to `.aide/training/signal-YYYY-MM-DD.jsonl` (`{ts, category, source, verifier, verifier_result:'fail', prompt, stage_hint}`, no passing_completion).
- SFT corpus EXISTS: `E:\felon_workspace\cipher_v2\sft_train.jsonl` (4741 rows).
- Capability battery EXISTS: `E:\pip_temp\opencode\capability_audit_cipher_4b.mjs` (23 tasks, baseline composite **0.683**, PASS=11/PARTIAL=11/FAIL=1).
- RESOLVED (2026-09-08): **CUDA venv BUILT + VERIFIED** = `E:\felon_workspace\venv_finetune\Scripts\python.exe` (torch 2.7.1+cu118, transformers 5.16.1, peft 0.20.0, bnb 0.50.2, accelerate 1.14.0, datasets 5.0.1, trl 1.12.0, numpy 2.4.6, safetensors 0.8.0, gguf 0.19.0). CUDA true on CC 6.1; bnb NF4 fwd+bwd probe PASSED.
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-fine-tune-lane-wire-in@sha256:b1b9e095d548fc6eThe 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_hzmw66bwx6jsysmv)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Sep 8, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260908.e9ac98d latest | 2026-09-08 | e9ac98d | 22,687 B | B | view · diff |
| git:20260908.71bea9c | 2026-09-08 | 71bea9c | 18,908 B | B | view |
Audit of the latest version
- fail: No link to a raw IP address (matched: http://127.0.0.1:8091)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (22687 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
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
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_hzmw66bwx6jsysmv GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-fine-tune-lane-wire-in GET https://markdownregistry.com/api/v1/blob/b1b9e095d548fc6e5c71af0c7b34ee4346eafcc41f94aea7bf3aee3652c37ed1
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.