The Microagentic Stacking (MAS) Manifesto 🚀

From Prompt Alchemy to Scalable Software Engineering.

The era of the "Monolithic Prompt" is over. As AI systems move into mission-critical enterprise environments, the industry is shifting from black-box chatbots to Compound AI Systems.

Microagentic Stacking (MAS) is a framework and philosophy for orchestrating specialized, atomic, and decoupled cognitive units to solve complex business processes.

📑 Core Pillars

• Process Over AI: The business logic defines the flow; AI is simply a component.
• Atomicity Over Generality: Solve complexity by breaking it into the smallest possible cognitive units.
• Incremental Growth: Systems evolve layer by layer, from a simple MVP to a complex ecosystem.

🛠 Technical Principles (The MAS Laws)

1. Atomic Responsibility (SRP): One agent, one specific cognitive task.
2. Black Box Isolation: Orchestrators shouldn't care about prompts or models, only inputs and outputs.
3. Strict Design by Contract: Rigid Input/Output schemas (JSON/Pydantic) are mandatory.
4. Hierarchical Orchestration: Complex intelligence emerges from the assembly, not the individual model.

⚖️ Governance & Robustness

MAS introduces Prompt SemVer, Atomic Accountability (cryptographic metadata for every output), and Fail-Fast validation. We don't build demos; we build architecture.

📖 Read the Full Manifesto

The complete document, including technical references and the RFP Engine Reference Architecture, is available here:

👉 Read the Manifesto 🇺🇸

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🤝 Contributing

This is a living standard. We welcome contributions from the AI engineering community.

👉 Please read our Contribution Guidelines before submitting a Pull Request.

📄 License

This manifesto is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0).

Author: Eric Mora
Published: January 2026