Behind the Craft

How to Build AI Agents That Check Their Own Work | Jared Zoneraich


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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


Thanks to our sponsors:

Riverside: All-in-one AI studio for podcasts and video https://creators.riverside.com/PeterYang

Linear: The AI agent platform for modern teams https://linear.app/behind-the-craft

Wispr Flow: 4x faster than typing with your voice https://ref.wisprflow.ai/peteryang


📌 Get the takeaways: https://creatoreconomy.so/p/how-to-build-ai-agents-that-check-their-own-work-jared-cognition-devin


📌 Get my personal AI OS with useful AI skills, $270 in AI tool credits, live monthly workshops, and courses on Hermes and Codex agents: https://www.behindthecraft.com/


Where to find Jared:


X: https://x.com/imjaredz

Devin: https://devin.ai


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