I built an L1 ticket deflector that knows when to stop: LangGraph + human-in-the-loop
I built an L1 ticket deflector that knows when to stop: LangGraph + human-in-the-loop The same tickets arrive at every IT service desk: password resets, VPN that won't connect, "how do I install 7-Zip?", a printer that's offline again. A widely cited industry range puts routine requests at 50–70% of L1 volume — work a script could handle, except nobody trusts a script with the tickets that actually matter. Building an agent that answers everything is easy. Building one that knows when to hand a ticket to a human is not. I built the second kind and open-sourced it.
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