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Loop engineering for beginners

I break down every loop type from scratch—what a heartbeat, cron, hook, and goal loop actually are, when each one fits, and the five things any effective loop needs before it touches production. Then I build two live loops: a daily aging-PR reviewer in Claude Code that schedules itself at 10:15 a.m. and spins off its own subagents, and a weekly skills-identification loop in Codex that spawns goal-based subagents to validate its own output in real time. *What you’ll learn:* 1. The plain-English definition of a loop—and why it’s just an automated prompt, not a scary new paradigm 2. The four loop types (heartbeat, cron, hook, and goal) and when each one actually fits your workflow 3. How to think about loop design using the “onboarding an employee” mental model 4. The five things every effective loop needs: work trees, skills, plugins/connectors, subagents, and state tracking 5. How to build a scheduled PR-review routine in Claude Code that babysits aging PRs and alerts your team 6. How to set up a weekly skills-identification automation in Codex that spawns its own validating subagents 7. Why goal-based loops are the hardest to write well—and where most people burn tokens for nothing 8. The two warning signs that your loop is going to get expensive before it gets useful *Brought to you by:* WorkOS—Make your app enterprise-ready today: https://workos.com?utm_source=lennys_howiai&utm_medium=podcast&utm_campaign=q22025 Runway—The creative AI platform for images, video, and more: https://runwayml.com/howIAI *In this episode, we cover:* (00:00) Prompts are out and loops are in (02:30) Defining a loop (03:03) The four ways to automate a prompt: heartbeat, cron, hooks, and goals (06:03) Five things every effective loop needs (09:26) The “onboarding an employee” framework for designing loops (11:58) Live build #1: Daily aging PR loop in Claude Code (17:08) Subagents inside loops (19:00) Live build #2: Weekly skills identification loop in Codex (22:57) Watching subagents spin up in real time (25:28) Warning signals around loops (27:31) What listeners are doing with loops *Tools referenced:* • Claude Code: https://claude.ai/code • Codex: https://chatgpt.com/codex • OpenClaw: https://openclaw.ai/ *Other references:* • Claire’s article “Why OpenClaw Feels Alive Even Though It’s Not”: https://x.com/clairevo/article/2017741569521271175 • Addy Osmani’s article on loop engineering: https://addyosmani.com/blog/loop-engineering/ • Using Goals in Codex: https://developers.openai.com/cookbook/examples/codex/using_goals_in_codex *Where to find Claire Vo:* ChatPRD: https://www.chatprd.ai/ Website: https://clairevo.com/ LinkedIn: https://www.linkedin.com/in/clairevo/ X: https://x.com/clairevo _Production and marketing by https://penname.co/._ _For inquiries about sponsoring the podcast, email jordan@penname.co.)_

Claire Vohost
Jun 17, 202629mWatch on YouTube ↗

Episode Details

EPISODE INFO

Released
June 17, 2026
Duration
29m
Channel
How I AI
Watch on YouTube
▶ Open ↗

EPISODE DESCRIPTION

I break down every loop type from scratch—what a heartbeat, cron, hook, and goal loop actually are, when each one fits, and the five things any effective loop needs before it touches production. Then I build two live loops: a daily aging-PR reviewer in Claude Code that schedules itself at 10:15 a.m. and spins off its own subagents, and a weekly skills-identification loop in Codex that spawns goal-based subagents to validate its own output in real time. *What you’ll learn:*

  1. The plain-English definition of a loop—and why it’s just an automated prompt, not a scary new paradigm
  2. The four loop types (heartbeat, cron, hook, and goal) and when each one actually fits your workflow
  3. How to think about loop design using the “onboarding an employee” mental model
  4. The five things every effective loop needs: work trees, skills, plugins/connectors, subagents, and state tracking
  5. How to build a scheduled PR-review routine in Claude Code that babysits aging PRs and alerts your team
  6. How to set up a weekly skills-identification automation in Codex that spawns its own validating subagents
  7. Why goal-based loops are the hardest to write well—and where most people burn tokens for nothing
  8. The two warning signs that your loop is going to get expensive before it gets useful

*Brought to you by:* WorkOS—Make your app enterprise-ready today: https://workos.com?utm_source=lennys_howiai&utm_medium=podcast&utm_campaign=q22025 Runway—The creative AI platform for images, video, and more: https://runwayml.com/howIAI *In this episode, we cover:* (00:00) Prompts are out and loops are in (02:30) Defining a loop (03:03) The four ways to automate a prompt: heartbeat, cron, hooks, and goals (06:03) Five things every effective loop needs (09:26) The “onboarding an employee” framework for designing loops (11:58) Live build #1: Daily aging PR loop in Claude Code (17:08) Subagents inside loops (19:00) Live build #2: Weekly skills identification loop in Codex (22:57) Watching subagents spin up in real time (25:28) Warning signals around loops (27:31) What listeners are doing with loops *Tools referenced:*

*Other references:*

*Where to find Claire Vo:* ChatPRD: https://www.chatprd.ai/ Website: https://clairevo.com/ LinkedIn: https://www.linkedin.com/in/clairevo/ X: https://x.com/clairevo _Production and marketing by https://penname.co/._ _For inquiries about sponsoring the podcast, email jordan@penname.co.)_

SPEAKERS

  • Claire Vo

    host

    Host of the How I AI show, teaching practical AI prompting and agent/loop engineering workflows.

EPISODE SUMMARY

In this episode of How I AI, featuring Claire Vo, Loop engineering for beginners explores design AI agent loops with schedules, goals, tools, and subagents A “loop” is automated prompting that lets an agent initiate work on a schedule or in response to triggers, reducing reliance on manual chat-style prompting.

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