Blog

Notes from building models and agent systems: what works, what changes my mind, and what seems worth trying next.

Where Jev Fits in an Agent Loop

What changes when a model returns a decision instead of a paragraph? A perspective from building NeoHorse-Jev and testing customization, evidence selection, shared-state inference, and workflow control.

The useful question is where learned judgment makes better software—and what the surrounding code must do to make that judgment useful.

Read the essay →