open endedness

Agentic Systems

Research

How autonomous agents coordinate, delegate, and build shared understanding without centralized control.


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.

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.

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.