AGENTS.md@ultralytics/engineA

AGENTS.md@ultralytics/engine from tencent/yolo-master is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add tencent/yolo-master/ultralytics/engine/AGENTS.md@git:20260821.57b9ea3

Pins git:20260821.57b9ea3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
tencent/yolo-master
Path
ultralytics/engine/AGENTS.md
Versions recorded
1
Latest version
git:20260821.57b9ea3, committed Aug 21, 2026
Size
2,948 bytes
Repository stars
775
License
AGPL-3.0

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

# AGENTS.md — `ultralytics/engine/`

Training, validation, prediction, export, and tuning engine for YOLO-Master.

> Cross-project commands, code style, and environment notes: see [root AGENTS.md](../../AGENTS.md).

## Responsibilities

- **`trainer.py`** — Training loop, optimizer setup, mixed-precision, multi-GPU, MoE-aware training
- **`validator.py`** — Validation/inference evaluation pipeline
- **`predictor.py`** — Prediction pipeline with post-processing (NMS, tracking)
- **`exporter.py`** — Model export to ONNX, TensorRT, CoreML, TFLite, OpenVINO, etc.
- **`model.py`** — High-level Model API (entry point for `yolo train/val/predict/export`)
- **`results.py`** — Result data structures (boxes, masks, keypoints, plots)
- **`tuner.py`** — Hyperparameter tuning (Ray Tune integration)
- **`telemetry.py`** — Training telemetry and metrics collection
- **`extensions/`** — Mixture training extensions, adapter integration, fault recovery

## High-Risk Files

Changes to these files require extra caution and targeted verification:

| File | Risk | Verification |
|------|------|--------------|
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tencent/yolo-master/ultralytics/engine/AGENTS.md@sha256:ba684b4cd91cf6c4

The line at the top of this page pins the label git:20260821.57b9ea3, 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_mq7jaazvfknvfdhd.svg)](https://markdownregistry.com/a/art_mq7jaazvfknvfdhd)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Aug 21, 2026.

versioncommittedcommitsizeaudit
git:20260821.57b9ea3 latest2026-08-21 57b9ea3 2,948 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (2948 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

tencent/yolo-master · 775 stars · license AGPL-3.0 · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mq7jaazvfknvfdhd
GET https://markdownregistry.com/api/v1/resolve?ref=tencent/yolo-master/ultralytics/engine/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/ba684b4cd91cf6c4752dbfaa229c0d4ae2a0e30e6cc6fed1123e7f394c20c4ef

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.

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