In a 2025 randomized trial, experienced developers expected agents to make them 20% faster. The same tasks took them 19% longer. METR, 2025
| The failure | What it looks like in your run |
|---|---|
| It sounds right, and it isn't | A confident summary of work the git diff does not show. |
| It can't see what it needs | It re-asks a settled question, or edits the wrong file because it never read the right one. |
| Nothing checks the result | The agent says “done,” and nothing proved it. |
| It does what you didn't sanction | A file outside the task changes, and no one asked for it. |
These are measured behaviors. Facts in the middle of a long context get lost (the U-curve, Liu et al., TACL 2024), and Ambig-SWE reports up to 74% higher issue resolution when an agent can ask for missing information instead of guessing.
The method is what changes, and you can learn it. They frame the task, control the context, and verify the result, so the agent corrects itself instead of waiting for you. This bootcamp teaches those habits, so you run agents the way the strongest teams already do.
Close to three decades building software: about 17 years at Microsoft across Windows, Office, and Skype, about 10 years at Meta on Groups and Messaging, and product leadership at Snapchat. Now CTO at an AI startup building agents.
Few engineers this senior teach a small live cohort. Most run large organizations and never sit in the room with you. Here you learn the craft from one of them, and that access is the point of this format.
That depth shapes the material: how experienced engineers fold agentic tools like Claude Code into daily work, and what interviewers look for in a system design round. Sessions are live and small, so you can ask questions as they come up.
You learn it in Claude Code, but the loop is tool-agnostic. The same Define → Bound → Execute → Verify → Judge governs any coding agent.
This cohort has started, so enrollment is closed. Join the waitlist and you'll be first in line when the next cohort opens.
Learning alone is hard. Learning together is easy.
The live hours are practice with someone watching, not lectures: comparing your instructions against someone else's, seeing a run go wrong and get fixed, and being told when to step in and when to leave it alone.
A laptop you can install software on, and a Claude account that can run Claude Code — a paid plan or a Console account (usage during class bills to it). You bring one project of your own to plan against — you only prepare and plan on it, and the agent never changes company code during the class.
Finish the bootcamp and your output goes up, by two to ten times in our experience. If you do not get a productivity boost, we will refund you in full.
A repeatable framework for system design rounds: requirements, data at scale, capacity estimation, trade-offs, and how interviewers score you. Not scheduled yet — join the waitlist and you'll hear first when dates and pricing are set.