AI Tinkerers - "One-Shot"

From SOP to API in Seconds: Steve Krenzel on Automating Business Logic with AI


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In this episode of AI Tinkerers Global Stage, we go deep with Steve Krenzel, founder of LogicLoop and ex-CTO office at Brex. Steve shows us how his company turns standard operating procedures (SOPs) into fully functioning APIs—complete with schema generation, test cases, structured outputs, and backtesting—within seconds.

We break down:

1. Why Steve avoids agentic frameworks

2. How Logic automates 100K+ tasks/month for real customers

3. The power of structured output for reasoning and reliability

4. How prompt caching and append-only templates unlock scale

5. His open-source coding agent that builds software from scratch

6. How they achieved less than 2% error rates beating human teams

7. His famous Prompt Engineering Guide that went viral in 2023

If you’re building with LLMs, designing autonomous workflows, or just want to see what the future of developer productivity looks like—this is a must-watch.

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AI Tinkerers - "One-Shot"By Joe Heitzeberg