•10 min
The Agent Is Not Confused. Its Context Is Stale.
In a long session an agent keeps every tool result it ever saw, including the three older versions of a file that has changed twice since. It then acts on the wrong one. This is agent drift, and it is a correctness bug, not a token bill. Here is how staleness-aware pruning fixes it.
LLM
Agents