Series

Role-IR + Lowering Architecture

When My Idea Met AI — Role-IR Design Philosophy
Managing AI agents with execution contracts instead of prompt strings, and what the POC experiments revealed
Apr 13, 202622 min read6
From Philosophy to Infrastructure — Enterprise MAS Design
What infrastructure do you actually need to run Role-IR in production? From reality-checking the original design to MVP spec and review.
Apr 14, 202613 min read5
Merging Methodology and Infrastructure — Integrated Design & Execution Strategy
Where profiling, IR evolution, and infrastructure meet in one system — plus MVP Kill Lines
Apr 14, 202610 min read2
Verifying AI with Game Theory — The Adversarial Assurance Loop
Circuit Breaker, Selective Activation, Critic Role Pinning, and what Nash Equilibrium actually means here
Apr 16, 20269 min read
Design Done, Now Prove It — IR Lowering POC Implementation Plan
role.md → IR → lowering → LLM call → assurance: a minimal implementation to test one hypothesis
Apr 17, 20268 min read2
Measuring and Deploying Models — Profile-Based Selection and Matching
Using API-based behavioral profiling to select the right model for each role
Apr 20, 20267 min read