A research preprint on ASTRAL, an architecture for code generation that frames program synthesis as energy minimization over a constraint-shaped landscape.
Behavioral analysis finds code that changes. Structural analysis finds code that matters. Combining them gives agents something neither provides alone.
On ASTRAL, energy-based models, and what code generation looks like when you stop predicting and start satisfying constraints.
Infrastructure should be as malleable as code. When the primary consumer is a machine, the control plane needs to be a versioned, queryable, composable resource graph.
Primitives for Intent-Oriented Development
AI agents need a fundamentally different security model than humans. Here's a nuanced take on what that model looks like.
Reality-adjacent game code. Side effects may include existential doubt.
The irreducible core of product management, and why most organizations get it backwards.
A context compiler for agentic coding sessions.
Why I built a custom constrained decoding engine for SGLang, and what it means for AI code generation.
First post on the new site. A brief introduction and what to expect.