Blog

Ideas on building agents that learn

Field notes from building habit during the 2026 private beta.

PerspectiveMay 12, 2026

Why automation should learn, not repeat

Rigid scripts break the moment a process changes. Here's how habit forms reliable behaviors instead.

EngineeringApril 28, 2026

Routing across LLMs without losing the plot

A look at how we pick the right model per sub-task while keeping reasoning coherent end to end.

EngineeringApril 3, 2026

Grounding agents with your own data

Retrieval is what turns a clever model into a dependable operator. Our approach to context.