memory

From Goldfish to Elephant: How Agent Memory Finally Got an Architecture

After a year of ad-hoc RAG solutions, agent memory is becoming a proper engineering discipline. Four independent research efforts outline budget tiers, shared memory banks, empirical grounding, and temporal awareness — the building blocks of a real memory architecture.

The Budget Problem: Why AI Agents Are Learning to Be Cheap

The next generation of agents will not be defined by peak capability but by their ability to match effort to difficulty. Across every subsystem, the field is converging on the same fix: budget-aware routing.