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Dev As ML Loop

Category: Security  ·  Sub-category: red-team  ·  Last updated:
Use when dev work should be run as an ML-style optimization loop, either by a master orchestrator shaping dev-task handoffs/subagent roles or by an execution agent driving one task to acceptance —— 当你要把开发工作当成优化过程来跑:master orchestrator 用它设计外层 dev loop/objective/measurement/subagent 组件分工/restart-stop/board ledger 语义,执行 agent 用它把单个开发任务推进到验收。心智锚:验收=目标函数、loop=迭代优化(提议→测量→调整)、测试=测量仪器/梯度、explore vs exploit、局部最小值=钻牛角尖→restart、收敛即停别过拟合、拟合意图非用例、简单性=正则、持续用 board 维护优化状态以便 compact 后续接。Triggers: 派发或接手 dev 任务、要把 work order 改造成可测优化问题、要设计 subagent 分工/测量/验收/重启条件、要用 board 管理优化目标和迭代状态、compact 后续接 dev loop、卡住在一个方案上越改越深(钻牛角尖)、怎么判断"做完了"、要不要先写测试/测量、要不要换方案。Do NOT use when 你在决定顶层该编排什么 / WIP / 临界路径 / HITL / 配额(master-orchestrator-guide)、怎么把目标切成任务 DAG(slicing-goals-into-dags)、领域 / 类 / 合约 / 测试本身怎么建得好——DDD/OOP/SDD/TDD 手艺内容(engineering-with-craft)、怎么用 ccm 写 board(using-ccm)、workflow 脚本怎么写(authoring-workflows)。
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

这是给 master orchestrator 和 执行 agent 共享的开发心智模型:开发不是"一次性把代码写对",是一个优化过程——有目标函数、有测量、有迭代、有收敛。orchestrator 不亲手写代码,但仍在 dev loop 里:你负责外层优化系统的目标、测量、subagent 组件分工、重启/停机语义;执行 agent 负责单任务内层下降。换上这副框架,你推进 dev 的方式会变。

What this skill does

Dev As ML Loop is a community-contributed Claude Code skill in the red-team sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/dev-as-ml-loop/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Dev As ML Loop Claude Code skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 153,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/dev-as-ml-loop
curl -L https://claudskills.com/skills/dev-as-ml-loop/SKILL.md \
  -o ~/.claude/skills/dev-as-ml-loop/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/dev-as-ml-loop/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/dev-as-ml-loop/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\dev-as-ml-loop\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Dev As ML Loop Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/dev-as-ml-loop/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Dev As ML Loop skill do?
Use when dev work should be run as an ML-style optimization loop, either by a master orchestrator shaping dev-task handoffs/subagent roles or by an execution agent driving one task to acceptance —— 当你要把开发工作当成优化过程来跑:master orchestrator 用它设计外层 dev loop/objective/measurement/subagent 组件分工/restart-stop/board ledger 语义,执行 agent 用它把单个开发任务推进到验收。心智锚:验收=目标函数、loop=迭代优化(提议→测量→调整)、测试=测量仪器/梯度、explore vs exploit、局部最小值=钻牛角尖→restart、收敛即停别过拟合、拟合意图非用例、简单性=正则、持续用 board 维护优化状态以便 compact 后续接。Triggers: 派发或接手 dev 任务、要把 work order 改造成可测优化问题、要设计 subagent 分工/测量/验收/重启条件、要用 board 管理优化目标和迭代状态、compact 后续接 dev loop、卡住在一个方案上越改越深(钻牛角尖)、怎么判断"做完了"、要不要先写测试/测量、要不要换方案。Do NOT use when 你在决定顶层该编排什么 / WIP / 临界路径 / HITL / 配额(master-orchestrator-guide)、怎么把目标切成任务 DAG(slicing-goals-into-dags)、领域 / 类 / 合约 / 测试本身怎么建得好——DDD/OOP/SDD/TDD 手艺内容(engineering-with-craft)、怎么用 ccm 写 board(using-ccm)、workflow 脚本怎么写(authoring-workflows)。
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Dev As ML Loop skill?
Use Dev As ML Loop when your Claude Code task falls under the Security category — specifically in the red team area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Dev As ML Loop" or describe the task and let Claude pick). Browse related skills at /category/security/.
What is a Claude Code skill and how does the Dev As ML Loop skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Dev As ML Loop is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Security category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
nemori-ai. (2026). Dev As ML Loop [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/dev-as-ml-loop/
BibTeX
@misc{dev-as-ml-loop-2026,
  author    = {nemori-ai},
  title     = {Dev As ML Loop [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/dev-as-ml-loop/}
}

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Security scan

Grade A · scanned 2026-07-18 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/dev-as-ml-loop/#security)

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Browse all Security skills in the ClaudSkills registry, or explore these other picks from the same category:

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