Here is a confirmed, filed bug in LangChain. An agent with a checkpointer attached has this conversation:
Turn 1: "When was Company A founded?"
→ tool fires, returns "2020"
→ agent: "Company A was founded in 2020." ✅ correct
Turn 2 (same conversation): "When was Company B founded?"






