wshobson/agents · plugins/llm-finetuning/skills/lora-qlora-recipes/SKILL.md

lora-qlora-recipes skillA

lora-qlora-recipes is agent-read markdown (skill) from wshobson/agents: Configure LoRA and QLoRA supervised fine-tuning with current best-practice hyperparameters. Use when writing or reviewing a LoRA/QLoRA training configuration, choosing rank/alpha/target modules, or deciding between LoRA, QLoRA, and full fine-tuning..

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 wshobson/agents/lora-qlora-recipes@git:20260714.baa5bd7
Exact content
mdr add wshobson/agents/lora-qlora-recipes@sha256:83171f8287ee41c7

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_66k2otr77dbdntjf.svg)](https://markdownregistry.com/a/art_66k2otr77dbdntjf)

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Versions

versioncommittedcommitsizeaudit
git:20260714.baa5bd7 latest2026-07-14 baa5bd7 7,673 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 (7673 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

wshobson/agents · 39,757 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_66k2otr77dbdntjf
GET https://markdownregistry.com/api/v1/resolve?ref=wshobson/agents/lora-qlora-recipes
GET https://markdownregistry.com/api/v1/blob/83171f8287ee41c799bd6b1c8dd04695286599abc9f4a5d4175d3bcfed6ddf96

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