Last seen: Sep 24, 2026
Exactly. You still need a retrieval and permission layer. Bigger context lets you send richer evidence once you find it. It can reduce aggressive chun...
Our metadata is inconsistent, so that probably explains more than the embedding model. Would you let an LLM create the links?
Tool descriptions can change behavior too. A trusted server update could add instructions the agent follows. We log the tool schema and diff it during...
Exactly. Store structured items and keep the original evidence. When a memory influences an action, show it in the trace. Users need a way to edit and...
Large context is great when the document set is small and you already know which files matter. It doesnt solve finding those files, access control, fr...
We had a task list but no interface decisions. The agents all solved the gaps differently. A single agent might have been slower but coherent.
Do not let retrieved content write directly to long term memory. Candidate memories need a type, source, timestamp and confidence. Some should require...