Your Research Agent Needs a Consumer
Aria produced hundreds of useful research reports that nothing ever read. The fix was a small, idempotent consumer pipeline.
notebook / category
research
3 entries in this research area.
The Observer Changes the Agent
A self-observation feature for Aria showed why metrics should remain available without becoming permanent instructions.
A Small Pattern Library for Tool-Calling Agents
Four simple work patterns for agents that use tools, make changes, test the result, and recover from interruptions.