{"id":47579634,"url":"https://danielmeppiel.github.io/awesome-ai-native/","last_synced_at":"2026-04-15T10:00:36.593Z","repository":{"id":306214747,"uuid":"1025010971","full_name":"danielmeppiel/awesome-ai-native","owner":"danielmeppiel","description":"Learn to master GitHub Copilot with AI Native Development practices","archived":false,"fork":false,"pushed_at":"2026-01-31T22:40:37.000Z","size":271,"stargazers_count":88,"open_issues_count":6,"forks_count":18,"subscribers_count":3,"default_branch":"main","last_synced_at":"2026-03-31T13:02:16.891Z","etag":null,"topics":["ai-native","coding-agents","educational","github-copilot"],"latest_commit_sha":null,"homepage":"https://danielmeppiel.github.io/awesome-ai-native","language":"SCSS","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/danielmeppiel.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-07-23T15:24:51.000Z","updated_at":"2026-03-30T20:58:06.000Z","dependencies_parsed_at":"2026-03-31T13:00:20.184Z","dependency_job_id":null,"html_url":"https://github.com/danielmeppiel/awesome-ai-native","commit_stats":null,"previous_names":["danielmeppiel/awesome-ai-native"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/danielmeppiel/awesome-ai-native","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielmeppiel%2Fawesome-ai-native","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielmeppiel%2Fawesome-ai-native/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielmeppiel%2Fawesome-ai-native/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielmeppiel%2Fawesome-ai-native/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/danielmeppiel","download_url":"https://codeload.github.com/danielmeppiel/awesome-ai-native/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielmeppiel%2Fawesome-ai-native/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31835820,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-15T07:17:56.427Z","status":"ssl_error","status_checked_at":"2026-04-15T07:17:30.007Z","response_time":63,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai-native","coding-agents","educational","github-copilot"],"created_at":"2026-03-31T13:00:17.465Z","updated_at":"2026-04-15T10:00:36.583Z","avatar_url":"https://github.com/danielmeppiel.png","language":"SCSS","funding_links":[],"categories":["🎯 The Paradigm Shift"],"sub_categories":["🧠 Core Mental Model"],"readme":"# 🎯 PROSE for AI Native Development\n\n*This repository has been restructured as a comprehensive GitHub Pages site for better navigation and content extraction. The complete guide is now available at: **[https://danielmeppiel.github.io/awesome-ai-native](https://danielmeppiel.github.io/awesome-ai-native)***\n\n---\n\n## PROSE for AI Native Development\n\n**Programming has evolved.** From Assembly to Python, each abstraction brought us closer to human thought. Now we've reached the final layer: *prose itself becomes executable.*\n\n| | Constraint | Principle | Induced Property |\n|---|------------|-----------|------------------|\n| **P** | **Progressive Disclosure** | Context arrives just-in-time, not just-in-case | Efficient context utilization |\n| **R** | **Reduced Scope** | Match task size to context capacity | Manageable complexity |\n| **O** | **Orchestrated Composition** | Simple things compose; complex things collapse | Flexibility, reusability |\n| **S** | **Safety Boundaries** | Autonomy within guardrails | Reliability, security |\n| **E** | **Explicit Hierarchy** | Specificity increases as scope narrows | Modularity, inheritance |\n\n---\n\n## 🔌 Install the PROSE Skill\n\nUse PROSE directly in Claude Code or GitHub Copilot CLI:\n\n```bash\n# Add the marketplace\n/plugin marketplace add danielmeppiel/awesome-ai-native\n\n# Install the skill\n/plugin install prose-architect@prose\n```\n\nOnce installed, the skill auto-activates when you:\n- Ask to build an AI-native app from requirements\n- Want to make a legacy project AI-native\n- Need to design agent workflows or primitives\n\n---\n\n## 🚀 Quick Access\n\n### 📚 **[Complete Guide →](https://danielmeppiel.github.io/awesome-ai-native)**\nAccess the full AI Native Development guide with improved navigation and structure\n\n### 🧠 **[The Practice →](https://danielmeppiel.github.io/awesome-ai-native/docs/concepts/)**  \nThree disciplines that implement PROSE: Prompt Engineering, Agent Primitives, Context Engineering\n\n### 🎯 **[PROSE Specification →](https://danielmeppiel.github.io/awesome-ai-native/docs/prose/)**  \nThe architectural style definition—constraints, grounding principles, and derivation\n\n### 🛠️ **[Getting Started →](https://danielmeppiel.github.io/awesome-ai-native/docs/getting-started/)**\nBuild your first Agent Primitives and see immediate results\n\n### ⚙️ **[Agent Delegation →](https://danielmeppiel.github.io/awesome-ai-native/docs/agent-delegation/)**\nMaster advanced patterns and async delegation workflows\n\n### 👥 **[Team Adoption →](https://danielmeppiel.github.io/awesome-ai-native/docs/team-adoption/)**\nScale AI Native Development across your organization\n\n### 📚 **[Reference Guide →](https://danielmeppiel.github.io/awesome-ai-native/docs/reference/)**\nChecklists, progression guides, and documentation links\n\n---\n\n## ⚡ What This Guide Delivers\n\nYour AI interactions are **inconsistent and unreliable**:\n- Sometimes Copilot generates brilliant code, other times it's completely off-target\n- You waste time re-prompting and re-explaining the same context repeatedly  \n- Different requests for similar tasks produce wildly different quality results\n- Team members get different AI outputs for the same problems\n- You can't predict or control what the AI will focus on\n\n**Sound familiar?** You're experiencing the chaos of unstructured AI interaction.\n\n## The Solution: AI Native Development\n\n**Systematic approach to transform unreliable AI chats into consistent, professional workflows:**\n\n- **Core Technique**: Use structured Markdown to guide AI reasoning (like coding standards for prompts)\n- **Agent Primitives**: Build reusable AI configurations that improve over time  \n- **Context Engineering**: Optimize AI memory and performance for complex projects\n- **Async Delegation**: Scale through GitHub Coding Agents and multi-agent coordination\n- **Team Intelligence**: Share successful AI patterns across your organization\n\n### 🧠 Core Mental Model\n\nEach PROSE constraint addresses a specific failure mode:\n\n| Constraint | Failure Mode | Solution |\n|------------|--------------|----------|\n| **P**rogressive Disclosure | Context overload dilutes attention | Load context just-in-time |\n| **R**educed Scope | Scope creep degrades quality | Right-size tasks to context capacity |\n| **O**rchestrated Composition | Monolithic prompts collapse | Compose from small primitives |\n| **S**coped Boundaries | Unbounded autonomy is unsafe | Define tools, knowledge, approval |\n| **E**xplicit Hierarchy | Flat guidance pollutes context | Layer guidance global to local |\n\n---\n\n## 🎯 The Paradigm Shift\n\n*Traditional approach: \"Tell the AI what to do\"*  \n**PROSE approach: \"Engineer the context and structure for optimal cognitive performance\"**\n\n**Ready to transform your AI development workflow?** Visit the [complete guide](https://danielmeppiel.github.io/awesome-ai-native) to choose your learning path and start building more reliable, consistent AI interactions today.\n\n---\n\n## 📖 Repository Structure\n\nThis repository contains the source for the GitHub Pages site:\n\n```\nawesome-ai-native/\n├── docs/                    # Main guide sections\n│   ├── concepts/           # Engineering principles  \n│   ├── getting-started/    # Foundation setup\n│   ├── workflows/          # Advanced orchestration\n│   ├── team-adoption/      # Scaling strategies\n│   └── reference/          # Quick lookups\n├── _examples/              # Ready-to-use templates\n│   ├── instructions/       # Domain-specific guidance\n│   ├── chatmodes/         # Role-based AI specialists  \n│   ├── prompts/           # Workflow templates\n│   └── specifications/    # Implementation blueprints\n├── index.md               # Site homepage\n└── _config.yml           # Jekyll configuration\n```\n\n---\n\n## 🤝 Contributing\n\nWe welcome contributions that advance AI Native Development research and practice! Whether you're sharing experimental results, contributing Agent Primitives, or improving documentation—your expertise helps push the boundaries of AI-assisted programming.\n\n**[📖 Read the Contributing Guide →](CONTRIBUTING.md)**\n\nThis project is licensed under **CC BY-NC-SA 4.0**, enabling free educational use while supporting sustainable commercial development. Contributors retain copyright to their work and are credited in all derivative applications.\n\n---\n\n## 📄 License\n\nThis work is licensed under the [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License](LICENSE).\n\n- ✅ **Free for education, research, and non-commercial use**\n- ✅ **Attribution required**  \n- ✅ **Derivatives must use same license**\n- ❌ **Commercial use requires permission**\n\nFor commercial licensing inquiries (corporate training, book publishing, etc.), please contact [@danielmeppiel](https://github.com/danielmeppiel).\n\n---\n\n\u003e 🌟 **Community Resources:** Explore the [Awesome GitHub Copilot](https://github.com/github/awesome-copilot) repository for hundreds of community-contributed instructions, prompts, and chat modes across all major languages and frameworks.\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/danielmeppiel.github.io%2Fawesome-ai-native%2F","html_url":"https://awesome.ecosyste.ms/projects/danielmeppiel.github.io%2Fawesome-ai-native%2F","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/danielmeppiel.github.io%2Fawesome-ai-native%2F/lists"}