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67 contributions to AI Automation Society
We ran a live loop engineering workshop - here's the recording
Most people think they're doing agentic AI. They're not. They're doing prompt engineering with extra steps. Loop engineering is different. The system finds the work. Prompts the agent. Checks the result. Records state. Loops back. You're off the desk. Friday we demoed this live with Claude Code /loop and /goal: - One goal typed - Loop read the state file - Found 4 failing checks - Applied fixes - Reran gate - all green - Updated state, opened draft PR Andy typed once. That was it. Full 1h 22m recording: https://www.youtube.com/watch?v=NdLwDXptnXw We run these live every Friday inside AI Avengers Lab (Claude Pro users). Link in comments if you want in.
$8. 127 minutes. Zero output. Here's what actually happened.
A Claude workflow cycled between approach A and approach B. Thirty-one times. Not a broken prompt. A missing verifier. The death spiral is the most expensive mistake in agentic AI. Friday we go deep on what causes it and how to architect your way out of it. Loop engineering - live build on screen. June 19 · 1pm EST · Free: manojsaharan.ai/workshop
The Claude rule Anthropic documented that nobody talks about
The hardest part of building with Claude isn't the prompt. It's knowing when to stop. Anthropic's engineering team documented it: if the same error appears 3 times in a row - stop and ask the human. A loop that doesn't know when to stop isn't a workflow. It's a bill. Friday we go deep. Loop engineering - the structure, the verifier, the stopping conditions. Live build on screen. June 19 · 1pm EST · Free: manojsaharan.ai/workshop
We built an AI Agency that runs itself - W6 recording is live
W6 just dropped. We built an AI Agency OS live last Friday - 7 workflows that run the full client lifecycle. Lead gen to proposal to onboarding to build to delivery to content marketing. Each stage runs itself. Human approves before it moves forward. We tested it on a real Dubai real estate agency during the session. From call transcript to scoped proposal in minutes. Second half: Fable 5 / Mythos live demo - one-shot website clone. Full recording (81 min): https://youtu.be/TX08jF4ObwY --- If you want to build this for your own business or agency, we're opening 1-1 slots. 6 weeks. Your workflows. Deployed on Claude. Book a 30-min discovery call: https://cal.com/manojsaharan/discovery-call-30min
What is the biggest failure mode you keep hitting with AI agents?
Drop your answer and one sentence about what you were building when it happened.
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Manoj Saharan
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@manoj-saharan-ai
Claude Partner Program @ Anthropic| AI Engineer | Join my AI Lab to Build with me in Real time 👇🏼

Active 17h ago
Joined Mar 19, 2025
Calgary, Alberta
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