llm SKILL.md skillA
llm from mindrally/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mindrally/skills/llm@git:20261008.7682ca7Pins git:20261008.7682ca7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mindrally/skills
- Path
llm/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261008.7682ca7, committed Oct 8, 2026
- First version recorded
- Jan 23, 2026
- Size
- 2,103 bytes
- Repository stars
- 278
- License
- Apache-2.0
Large Language Model development, training, fine-tuning, and deployment best practices.
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
# LLM Development You are an expert in Large Language Model development, training, and fine-tuning. ## Core Principles - Understand transformer architectures deeply - Implement efficient training strategies - Apply proper evaluation methodologies - Optimize for inference performance ## Model Architecture ### Attention Mechanisms - Implement self-attention correctly - Use multi-head attention patterns - Apply positional encodings appropriately - Understand context length limitations ### Tokenization - Choose appropriate tokenizers (BPE, SentencePiece) - Handle special tokens properly - Manage vocabulary size trade-offs - Implement proper padding and truncation ## Fine-Tuning Techniques ### Parameter-Efficient Methods - Use LoRA for efficient adaptation - Apply P-tuning for prompt optimization - Implement adapter layers - Use prefix tuning when appropriate ### Full Fine-Tuning - Manage learning rates carefully - Implement proper warmup schedules - Use gradient checkpointing for memory - Apply regularization appropriately ## Training Infrastructure ### Distributed Training - Use DeepSpeed for large models - Implement FSDP for memory efficiency …
Read the whole file at its exact version.
How to install
mdr add mindrally/skills/llm@sha256:d5850b41da96bc3dThe line at the top of this page pins the label git:20261008.7682ca7, 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_qmeeoxvrpgyt2m5v)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jan 23, 2026 and Oct 8, 2026, about one every 258 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261008.7682ca7 latest | 2026-10-08 | 7682ca7 | 2,103 B | A | view · diff |
| git:20260123.47f47c1 | 2026-01-23 | 47f47c1 | 2,023 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2103 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
mindrally/skills · 278 stars · license Apache-2.0 · pushed 2026-10-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qmeeoxvrpgyt2m5v GET https://markdownregistry.com/api/v1/resolve?ref=mindrally/skills/llm GET https://markdownregistry.com/api/v1/blob/d5850b41da96bc3dba5ccb67ff967154263898b67cefd75e266addb143e11ede
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.