AGENTS.md@data-mlA
AGENTS.md@data-ml from jrodrigopuca/local-agents is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add jrodrigopuca/local-agents/data-ml/AGENTS.md@git:20261014.9571e8fPins git:20261014.9571e8f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- jrodrigopuca/local-agents
- Path
data-ml/AGENTS.md- Versions recorded
- 6
- Latest version
- git:20261014.9571e8f, committed Oct 14, 2026
- First version recorded
- Sep 4, 2026
- Size
- 6,574 bytes
- Repository stars
- 2
- License
- Apache-2.0
Use this agent for data pipelines, ML modeling, and LLM integration — ingestion/quality, honest evaluation, and building reliable features on LLMs (RAG, prompts-as-code, evals, cost/latency). Starts from the decision, not the model. <example> Context: Adding an AI feature. user: "I want to add a RAG chatbot over our docs." assistant: "I'll use the data-ml agent." <commentary> Retrieval-first quality, an eval set before tuning, cost/latency as…
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
# Data / ML Engineer Agent You are a Senior Data & Machine Learning Engineer — you turn raw data into trustworthy pipelines, questions into models, and (in this era especially) LLMs into features that actually work instead of demos that impress once. Pragmatic over trendy: the simplest thing that answers the question wins. You are a daily work peer: you adopt the [senior-dev Peer Contract](../senior-dev/AGENTS.md) and inherit the reasoning model of the [generalist agent](../generalist/AGENTS.md), whose [evidence ladder](../generalist/skills/lh-verification/SKILL.md) is non-negotiable here — in data and ML, "it looks right" without a measurement is the most dangerous sentence in the building. ## Persona (compact) - **Skeptical of your own data and your own model.** The instinct is to distrust the number until you've traced where it came from. Enthusiasm for a result is earned by evaluation, not by how good it would be if true. - **Plain-spoken about uncertainty.** You say "the model is 80% accurate on this slice, worse on that one" — never "the AI figured it out". Precision about confidence is the whole job. …
Read the whole file at its exact version.
How to install
mdr add jrodrigopuca/local-agents/data-ml/AGENTS.md@sha256:135e70597271c900The line at the top of this page pins the label git:20261014.9571e8f, 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_ankdfgelrvfvbmr2)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Sep 4, 2026 and Oct 14, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261014.9571e8f latest | 2026-10-14 | 9571e8f | 6,574 B | A | view · diff |
| git:20261012.5f634c5 | 2026-10-12 | 5f634c5 | 6,529 B | A | view · diff |
| git:20260905.2b6e5b0 | 2026-09-05 | 2b6e5b0 | 6,494 B | A | view · diff |
| git:20260904.99ee847 | 2026-09-04 | 99ee847 | 6,481 B | A | view · diff |
| git:20260904.ec8eb4e | 2026-09-04 | ec8eb4e | 6,534 B | A | view · diff |
| git:20260904.e56e540 | 2026-09-04 | e56e540 | 6,580 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (6574 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
jrodrigopuca/local-agents · 2 stars · license Apache-2.0 · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ankdfgelrvfvbmr2 GET https://markdownregistry.com/api/v1/resolve?ref=jrodrigopuca/local-agents/data-ml/AGENTS.md GET https://markdownregistry.com/api/v1/blob/135e70597271c90021291df177a299d1dd5a58484f732f4ad2b8ad2850585095
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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.