AGENTS.mdA

AGENTS.md 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/AGENTS.md@git:20260915.20693b5

Pins git:20260915.20693b5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
tencent/yolo-master
Path
AGENTS.md
Versions recorded
2
Latest version
git:20260915.20693b5, committed Sep 15, 2026
First version recorded
Jul 23, 2026
Size
4,005 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

YOLO-Master 是首个深度集成 Mixture-of-Experts (MoE) 的 YOLO 实时目标检测框架,基于 Ultralytics 构建,新增 ES-MoE、MoA、MoT、MoLoRA、Sparse SAHI 和 Agent Skill 系统。

## 快速启动

```bash
pip install -e .                # 安装本地包(开发模式)
yolo version                    # 验证 CLI 可用
```

## 目录结构与职责

| 目录 | 职责 |
|------|------|
| `ultralytics/nn/` | 神经网络核心:MoE/MoA/MoT 模块、路由层、检测头、PEFT |
| `ultralytics/nn/modules/moe/` | MoE 核心模块族(routers、pruning、expert) |
| `ultralytics/nn/peft/` | V-PEFT 编译器、MoLoRA 参数高效微调 |
| `ultralytics/engine/` | 训练/验证/预测/导出/调参引擎 |
| `ultralytics/cfg/` | 模型 YAML、数据集配置、默认参数 |
| `ultralytics/data/` | 数据加载与增强管线 |
| `ultralytics/trackers/` | 多目标跟踪器(BoT-SORT、ByteTrack) |
| `ultralytics/utils/` | 通用工具、回调、导出、Lora 子包 |
| `agent/` | Agent Skill 运行时、脚本、多模态推理管线 |
| `tests/` | 端到端与回归测试套件 |
| `scripts/` | 消融、复现、基准与诊断脚本 |
| `benchmarks/` | 基准测试套件与调度器 |
| `docs/` | MkDocs 文档站点源文件 |
| `wiki/` | 多语言 Wiki 文档仓库 |
| `.github/workflows/` | CI 流水线(CI、Wiki 部署、Model Zoo) |
| `docker/` | 多平台 Dockerfile |
| `examples/` | 社区示例与跨平台部署参考 |

## 任务路由与验证

按变更区域选择对应测试。Lint 在提交前跑一次即可。

```bash
ruff check ultralytics/ tests/ scripts/ agent/
ruff format --check ultralytics/ tests/ scripts/ agent/
codespell
```

| 变更区域 | 验证命令 |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tencent/yolo-master/AGENTS.md@sha256:7bca581b2d8db366

The line at the top of this page pins the label git:20260915.20693b5, 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_66vv7cbqtdpmjovg.svg)](https://markdownregistry.com/a/art_66vv7cbqtdpmjovg)

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

Versions

The registry has recorded 2 versions of this file, between Jul 23, 2026 and Sep 15, 2026, about one every 54 days.

versioncommittedcommitsizeaudit
git:20260915.20693b5 latest2026-09-15 20693b5 4,005 BA view · diff
git:20260723.5c235332026-07-23 5c23533 7,162 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 (4005 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_66vv7cbqtdpmjovg
GET https://markdownregistry.com/api/v1/resolve?ref=tencent/yolo-master/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/7bca581b2d8db3669453ec9d1a09856f02ddc93f15a832a4f8c57b1429f91a89

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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