Jared is a Builder in Residence at Cognition, the team behind Devin. He showed me why teams often overbuild their first agents, and how simple prompts, better tools, and self-testing work together instead. Then he demoed one manager agent breaking down a task, directing 10 cloud agents, and deciding what a human needs to review.
Jared and I talked about:
(00:00) Why teams overbuild their first AI agent
(02:50) Let the model cook before adding rules
(03:16) Why tools matter more than better prompts
(10:51) Why you should build evals after shipping
(16:06) What cloud agents can do that local agents can’t
(20:30) How to get one agent to manage other agents
(25:39) Demo: One agent launches a team of 10
(28:03) How agents prove their work before you review it
(33:18) The best tasks for agent teams to work on
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📌 Get the takeaways: https://creatoreconomy.so/p/how-to-build-ai-agents-that-check-their-own-work-jared-cognition-devin
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Where to find Jared:
X: https://x.com/imjaredz
Devin: https://devin.ai
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