A collection of .md files your AI agents read and run on. Drop them into any project, on any vendor.
A consistent set of standards that carries project to project without having to rework, and restructure things constantly. Saving time and energy to focus on what matters most. The build, the product, the experience. There is already a robust pipeline of documents here. Keeps your team's sanity in check, keeps agents running efficiently, and gets you across the finish line with clarity and structure.
Agents read AGENT.md first. That is the cold start file. It tells the agent where to look in this repo and in what order.
This repo houses cross-model multi-agent orchestration that allows Skills to be universally adopted across different vendors. The same Skills, the same context rules, the same STIP and LTIP discipline, applied consistently whether the agent is running on Claude, GPT, Gemini, or anything else. Cold start new projects knowing they have a solid foundation of documentation, governance, and AI orchestration to rely on without having to build from scratch.
The repo is laid out across five folders:
- behavior/ holds the rules an agent obeys when reasoning about context, memory, and handoffs.
- architecture/ holds the memory architecture layer: ADM, RAG, Memory, Drift, Watchdog, and workflow tooling.
- skills/ holds the portable capabilities that get adopted across vendors.
- workflows/ holds the DevOps and deployment patterns.
- design/ holds the project-specific UI and visual rules.
This repository can be used for:
- AI Skills
- AI agent onboarding
- Cross-model multi-agent workflows
- Documentation and knowledge management
- Context management and retrieval
- AI-assisted software development
- Multi-agent collaboration and communication
- Design Systems and Design
This repo contains a vast collection of .md files that speed up your workflows using AI agents. Directives, skills, context files, and more. These are the .md files I use for my design and development work, and I'm open sourcing the workflows that help me ship to production faster. Through design related .md files to development, DevOps, and anything in between.
Created and maintained by Matt Stenquist - @internetdialup (IG, X, Threads)
Feel free to fork this GitHub to your liking. Just a bunch of .md files that AI agents ingest and read. Skills, workflows, directives, and more.
- 5.30.26 - Added Workflow documents on PRD / TDD
- 5.28.26 - Added Watchdog and Drift to Architecture 🐕
- 5.11.26 - Initial Release. Files will be populated over the coming weeks.
- 5.16.26 - Added and rewrote Context documents, Updated Skills folder, and created AGENT.md
- Reinforcement Learning and CNN's
- TAL + RL
- Audit commands
- Temporal Memory
- Telemtry
- OKR, KPI, Success Metrics
- GDD, TDD, PRD, DOD, documents