The governance failure
is already installed.
Hillary Njuguna · Intelligence Architecture · KL / UTC+8
Air France 447
Autopilot disengaged. Crew lost awareness.
Flash Crash
Algorithmic loop. $1T gone in 36 minutes.
Mata v. Avianca
AI brief with hallucinated citations.
Replit Incident
Subtle logic error. Production cascade.
Anthropic Research
Models can't explain their own failures.
PocketOS
Autonomous agent exceeded permissions.
This pattern is not an accident. It is a structural failure.
Read the full analysis →The Diagnosis
You are deploying AI agents faster than your safety protocols can track them.
Read the Warning →The Instruments
Multiple models working together. One human conductor. Better decisions emerge from the system, not from any single part.
Run a session →The Rules
Core principles that protect your deployment, even when the models fail.
12 active rules
Browse the corpus →Latest Dispatches
View all dispatches →The Coordination Stack: AI, Project Management, and the Reorganisation of the Firm
A synthesis of organisational architecture, transaction-cost economics, and Conway's Law in the era of agentic coordination.
Read dispatch →It Was Never About the Music
I asked Gemini to write an Arabic song. Four hours and four architectures later, I was somewhere I had not intended to go: looking at a world-simulation thesis, three open governance questions, and a contradiction I cannot honestly resolve.
Read dispatch →The Poisoned Instrument: Security and Sovereignty in the Agentic Runtime
An analysis of the trust assumptions in model orchestration. We contrast the vulnerability profile of static tool-registry systems (MCP) with dynamic discovery models (RTDC) and self-healing AST compilers (BIGBAG) to define the perimeter of sovereign execution.
Read dispatch →Readiness Assessment
CIR v2.0 · $50Five dimensions of AI governance readiness. Self-assessment with gap analysis and prioritised recommendations.
Start assessment →Architecture Specification
GIS · from $24950+ page formal architecture for deploying AI systems under governance constraints. 12 modules.
View specification →