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Agentic Engineering

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affaan-m
agentic-engineering

評価ファースト実行、分解、コスト対応モデルルーティングを使用してエージェニックエンジニアとして動作します。

Overview

Publisheraffaan-m
RepositoryECC
Skill nameagentic-engineering
Stars
261.1K
Forks
39.1K
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by affaan-m on GitHub. Read the source before you install it.

Installation

Install the Agentic Engineering AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/affaan-m/ECC.git /tmp/ECC
mkdir -p .claude/skills
cp -r /tmp/ECC/docs/ja-JP/skills/agentic-engineering .claude/skills/agentic-engineering
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Agentic Engineering in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Agentic Engineering on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Agentic Engineering is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

エージェニックエンジニアリング

AI エージェントがほとんどの実装作業を行い、人間が品質とリスクのコントロールを強制するエンジニアリングワークフローにこのスキルを使用します。

動作原則

  1. 実行前に完了基準を定義する。
  2. 作業をエージェントサイズの単位に分解する。
  3. タスクの複雑さによってモデルティアをルーティングする。
  4. 評価とリグレッションチェックで測定する。

評価ファーストループ

  1. 能力評価とリグレッション評価を定義する。
  2. ベースラインを実行し、障害シグネチャをキャプチャする。
  3. 実装を実行する。
  4. 評価を再実行し、デルタを比較する。

タスク分解

15 分単位ルールを適用する:

  • 各単位は独立して検証可能であるべき
  • 各単位は単一の主要なリスクを持つべき
  • 各単位は明確な完了条件を持つべき

モデルルーティング

  • Haiku: 分類、ボイラープレート変換、狭い編集
  • Sonnet: 実装とリファクタリング
  • Opus: アーキテクチャ、根本原因分析、マルチファイル不変条件

セッション戦略

  • 密接に結合した単位にはセッションを継続する。
  • 主要なフェーズ移行後は新しいセッションを開始する。
  • アクティブなデバッグ中ではなく、マイルストーン完了後にコンパクト化する。

AI 生成コードのレビューフォーカス

優先する:

  • 不変条件とエッジケース
  • エラー境界
  • セキュリティと認証の前提
  • 隠れた結合とロールアウトリスク

自動フォーマット/lint がスタイルを既に強制している場合、スタイルのみの不一致にレビューサイクルを無駄にしない。

コスト規律

タスクごとに追跡する:

  • モデル
  • トークン推定値
  • リトライ数
  • ウォールクロック時間
  • 成功/失敗

低いティアが明確な推論のギャップで失敗した場合のみ、モデルティアをエスカレーションする。

Frequently asked questions

What does the Agentic Engineering AI skill do?

評価ファースト実行、分解、コスト対応モデルルーティングを使用してエージェニックエンジニアとして動作します。

Why use Agentic Engineering on TypingMind?

Because you install it once and use it with any model. Agentic Engineering is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Agentic Engineering in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/agentic-engineering. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Agentic Engineering?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Agentic Engineering?

As many as you like. As long as a model supports skills, you can use Agentic Engineering with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Agentic Engineering AI skill free?

Yes. It is published on GitHub by affaan-m under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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