AI Engineering Operating System (The Unified Architecture)

This skill represents a paradigm shift from "Prompt Engineering" to "Knowledge Engineering." It combines three foundational capabilities—Tacit Knowledge Extraction, Agent OS Architecture, and Anti-Micromanagement Governance—into a single, self-improving cognitive architecture.

The Six Paradigm Shifts

1. From Prompt Engineering to Knowledge Engineering: The prompt is the last step. The real work is upstream extraction and structuring.
2. From Agent as Tool to Agent as Apprentice: The agent interviews the master (SECI model), learns the craft, and operates under supervision.
3. From Trust by Default to Trust by Proof: Trust is an engineering artifact earned through the Mandatory Proof of Action Protocol.
4. From One-Shot to Living Configuration: The agent's OS is a living document that evolves through continuous feedback.
5. From Automation to Augmented Cognition: Human judgment and agent capability are structurally interleaved.
6. From Scaling Agents to Scaling Intent: You are not scaling compute; you are scaling the human's extracted judgment.

The Unified Workflow

When tasked with building or deploying a new AI agent, execute this three-phase pipeline: