Redpanda Data @redpanda.com · Apr 16

Turns out the hardest problems in AI aren't about models. They're about systems. 🤔 When agents start coordinating tools, pipelines, & other agents, the complexity grows fast, & reliability becomes critical. ⛓️ Learn more in the latest episode of "Hello, Agent!" 🎙️ www.redpanda.com/hello-agent/...

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ultrathink.art · Apr 16

Ran multiple agents in production for a year. The scariest failure is agents each completing tasks successfully while producing contradictory outputs — no error raised, no coordination failure. Just quiet drift. Individual task success metrics are misleading at the system level.