1- # 🤖 AI Automation Template
1+ # 🤖 GitHub AI Engineering Framework
22
33<img src =" https://chrispaquin.com/wp-content/uploads/2026/01/Nobby-the-robot.png " alt =" Nobby the Robot " width =" 50% " >
44
5- > A ** governance-first** GitHub Template for creating AI-assisted automation projects.
6- > This template enforces security, documentation consistency, and quality through
5+ > A ** governance-first** GitHub Framework for creating AI-assisted automation projects.
6+ > This framework enforces security, documentation consistency, and quality through
77> automated checks and explicit AI agent instructions.
88
99![ License] ( https://img.shields.io/badge/license-Apache%202.0-blue.svg )
3232## 🎯 Overview
3333
3434This repository provides a structured foundation for AI-assisted development
35- projects. Unlike traditional templates, this template treats
35+ projects. Unlike traditional templates, this framework treats
3636** documentation as executable instructions** for AI agents. All AI tools
3737(Cursor, ChatGPT, Copilot, etc.) are required to follow the standards
3838defined in ` docs/ai/CONTEXT.md ` , making documentation the authoritative
3939governance mechanism.
4040
4141### Core Philosophy
4242
43- ** Governance through Documentation** : In this template , documentation serves
43+ ** Governance through Documentation** : In this framework , documentation serves
4444dual purposes:
4545
4646- ✅ ** Human-readable guidance** for developers and operators
@@ -57,7 +57,7 @@ across all AI-assisted development work.
5757
5858### 1. Template Structure
5959
60- When you use this template , you get:
60+ When you use this framework , you get:
6161
6262| Component | Status | Description |
6363| -----------| --------| -------------|
@@ -92,7 +92,7 @@ Governance is enforced through multiple layers:
9292
9393### 🔐 Security Governance
9494
95- Security is the ** highest priority** in this template . All contributors and AI agents must adhere to strict security standards.
95+ Security is the ** highest priority** in this framework . All contributors and AI agents must adhere to strict security standards.
9696
9797#### Credentials and Secrets Management
9898
@@ -145,7 +145,7 @@ Documentation in this repository serves as **executable instructions** for AI ag
145145
1461461 . ✅ ** Documentation Defines Behavior** : ` docs/ai/CONTEXT.md ` contains mandatory standards that AI agents must follow
1471472 . ✅ ** Requirements Are Contracts** : ` docs/requirements.md ` defines the behavioral contract for the project
148- 3 . ✅ ** Consistency Is Enforced** : All projects using this template follow the same documentation structure
148+ 3 . ✅ ** Consistency Is Enforced** : All projects using this framework follow the same documentation structure
1491494 . ✅ ** AI Agents Are Accountable** : AI agents cannot deviate from documented standards without explicit clarification
150150
151151#### Documentation Structure
@@ -200,7 +200,7 @@ Per `docs/ai/CONTEXT.md`, all projects must include:
200200
201201``` text
202202┌─────────────────────────────────────────────────────────────────┐
203- │ 🤖 AI Automation Template │
203+ │ 🤖 GitHub AI Engineering Framework │
204204├─────────────────────────────────────────────────────────────────┤
205205│ │
206206│ ┌──────────────────────┐ ┌──────────────────────┐ │
@@ -237,9 +237,9 @@ Per `docs/ai/CONTEXT.md`, all projects must include:
237237
238238## 🚀 Installation
239239
240- ### Step 1: Use This Template
240+ ### Step 1: Use This Framework
241241
242- - [ ] Click ** "Use this template"** on GitHub to create a new repository from this template
242+ - [ ] Click ** "Use this template"** on GitHub to create a new repository from this framework
243243
244244### Step 2: Clone Your New Repository
245245
@@ -279,7 +279,7 @@ If you need to recreate the template structure:
279279
280280## 🗑️ Uninstall Steps
281281
282- To remove this template 's infrastructure from a project:
282+ To remove this framework 's infrastructure from a project:
283283
284284### Step 1: Remove Pre-commit Hooks
285285
@@ -421,7 +421,7 @@ Markdown linting rules are configured in `.pymarkdown.json`:
421421
422422### Security-First Design
423423
424- This template is designed with security as the highest priority:
424+ This framework is designed with security as the highest priority:
425425
426426| Security Feature | Status | Description |
427427| -----------------| --------| -------------|
@@ -448,7 +448,7 @@ This template is designed with security as the highest priority:
448448
449449### Reporting Security Issues
450450
451- If you discover a security vulnerability in this template :
451+ If you discover a security vulnerability in this framework :
452452
4534531 . ❌ ** Do not** open a public issue
4544542 . ✅ Contact the repository maintainers privately
@@ -478,7 +478,7 @@ Licensed under the Apache License, Version 2.0. See [LICENSE](LICENSE) for full
478478
479479## 🤝 Contributing
480480
481- When contributing to this template :
481+ When contributing to this framework :
482482
483483- [x] Follow all standards in ` docs/ai/CONTEXT.md `
484484- [x] Ensure pre-commit passes: ` ./scripts/run-precommit.sh `
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