Post by LangChain

"Most agents don't learn, they just leave traces." https://lnkd.in/g4CBBJY8 Here’s what normally happens: 1️⃣ An interaction ends.  2️⃣ The trace gets stored.  ❌ Next time the same situation shows up, the agent makes the same mistake again. But what if you could actually close that loop? Jake Broekhuizen put together a 12-minute walkthrough that shows how it’s possible. 1️⃣ Traces captured in LangSmith 2️⃣ Engine scanning for recurring issues 3️⃣ Fixes proposed and applied directly to Context Hub ✅ Agent behavior updated on the next run If you're thinking about how your agent should handle memory at scale, this is an essential watch.

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