01
The Utilization Gap
January 15, 2026 · 8 min read
AI agents are using 0.01% of their capacity. This is the Ferrari in first gear problem. Here's why it happens and how to fix it.
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Notes on leverage, autonomy, and AI.
February 2026
ArmadaOS
The Dawn of Programmable Agentic Compute.
Read more →Recent Notes
02The Five Pillars
January 22, 2026 · 10 min read
Every autonomous organization needs five pillars: Memory, Context, Tools, Verification, and Orchestration. Miss one and the system collapses.
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03Why I'm Building This
January 29, 2026 · 6 min read
I've spent fifteen years building businesses. Every one hit the same ceiling: me. This is how I'm breaking through.
Read more →04
The Art of Delegation
January 26, 2026
Most entrepreneurs never learn to delegate. They confuse delegation with abdication.
05
What My Kids Taught Me
January 24, 2026
I thought I understood systems. Then I had kids. Running a business is easy compared to raising humans.
06Counter-Positioning
January 23, 2026
Research Papers
Deep dives into multi-agent AI systems, orchestration, and autonomous intelligence. Technical analysis of the infrastructure powering the next generation of AI.
R1
Multi-Agent Orchestration
Research · MCP & A2A Protocol
How to coordinate hundreds of AI agents working together. The MCP and A2A protocols that power ArmadaOS.
Read analysis →R2
Agent Contracts
Research · Resource Governance
How to prevent $47K API bills and infinite loops. Formal resource governance for autonomous AI systems.
Read analysis →R3
Agentic Memory
Research · LTM + STM
Long-term and short-term memory for AI agents. How Oracle learns and compounds intelligence.
R4
Formal Verification
Research · Mathematical Proof
Mathematical certainty for AI systems. How Shadow verifies correctness before execution.
R5
Large-Scale Study
Research · 42K Commits
What breaks in production. Analysis of 42,000 commits across multi-agent systems.
R6
Self-Evolving Multi-Agent Systems
Research · Autonomous Evolution
AI agents that improve themselves through error correction and learning. The EvoConfig framework for autonomous evolution. How Oracle gets smarter every day.
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