
Agent Brain semantic caching: what it is, when it helps, and when it does not
Semantic caching is valuable when similar work repeats, but it becomes dangerous when superficial similarity hides changed requirements.
By Agent Software
News and updates
Product notes, release-readiness updates, docs changes, and staged commerce announcements for the suite.

Semantic caching is valuable when similar work repeats, but it becomes dangerous when superficial similarity hides changed requirements.
By Agent Software

Local-first is not only a privacy argument. It also affects responsiveness, cost control, and operational clarity in developer workflows.
By Agent Software

The terminal is becoming a core agent workspace, which means speed alone is no longer enough. Context and override matter too.
By Agent Software

Agent Terminal is about giving AI-assisted execution a better workspace, not about pretending the shell should disappear.
By Agent Software

An effective agent eval harness needs scenario design, clear pass criteria, and enough operational realism to catch regressions that demos hide.
By Agent Software

Cross-tool memory gets useful only when it distinguishes durable context from stale noise and keeps retrieval tied to real workflow needs.
By Agent Software

The hard problem in AI coding is not getting one model answer. It is coordinating state across tools, time, and human decisions.
By Agent Software