open endedness
From Coding Agents to Cyber Agents

ARC-AGI-3 as an early signal that cybersecurity is the next major AI frontier — and why the un-harnessed capabilities it measures map cleanly onto threat hunting, digital twins, and job-specific cyber agents.

5 min read
When the Constraint Changes, the System Should Too

A first-principles essay on Loops as a personal operating system for judgment-heavy work, and why productivity systems should be redesigned when the constraint of carrying context changes.

8 min read
The System Is Searching

A Goldratt-inspired analysis of how AI is removing coordination cost as the load-bearing constraint of the Cloud era — and why that reorganizes companies rather than just accelerating them.

5 min read
The Session Is the Surface

The next security perimeter isn't the package or the process — it's the runtime chain. Why session-level visibility for agent runtimes is the missing layer.

8 min read
The Architecture of Leverage

A standalone essay, shaped by the conversations after Agentic X, on bio tokens, loop closure, and the deeper philosophy of agentic thinking.

7 min read
Agentic X: Beyond Engineering

Agentic principles aren't just for engineers. They're a meta-skill for anyone whose product is thinking.

4 min read