SpaceXAI engineer breaks down the agent workflow behind 2,500 PRs a month
Lauren Tan released a free breakdown of how to get agents to verify their own work, treat the codebase as memory, and use Grok Bot as an outer loop that launches cloud agents automatically.
SpaceXAI engineer Lauren Tan says she shipped 2,500 PRs to production in a single month and she just released the full breakdown for free: · 05:51 - why going from 5 agents to 100 is really a trust problem · 12:18 - make agents verify their own work before you review it · 15:03 - redesign the codebase so agents do the right thing by default · 20:31 - treat your codebase as memory for every future agent · 32:33 - use Grok Bot as the outer loop that launches cloud agents automatically the interesting part isn’t “how do i make AI write more code?” it’s: how do i trust agents enough that i stop checking every single change myself? Lauren’s answer is to move the knowledge out of your head and into the system: codebase → lint rules → skills → verification → Grok Bot → cloud agents that’s how one engineer can even attempt thousands of production PRs per month worth 30+ minutes if you’re still using coding agents one task at a time.
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