Stop Prompting. Start Looping (The New AI Way)

Author: Julian Goldie SEO - Bewertung: 1x - Views:24

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Stop Prompting, Start Loop Engineering: Build Self-Iterating AI Agent Systems



The script explains why “loop engineering” is replacing manual prompting: instead of iterating with an AI yourself, you define what “done” looks like, let an agent act, and use an independent judge model to verify results and repeat until the goal is met. It cites industry figures and examples (including Anthropic and NVIDIA’s GTC keynote) to argue that better loops, not better prompts, will power future self-iterating agent systems. The speaker describes a doer/judge loop structure and shows four implementations inside an “agent operating system”: a Fusion loop with configurable rounds and separate builder/judge models, an agent Kanban board with planner/builder/reviewer roles, a Fusion “boardroom” combining multiple model outputs via a judge, and a Sakana/Fugu council approach. It also describes an Obsidian-based memory system and promotes the AI Profit Boardroom community and resources.



00:00 Why Loops Beat Prompts

00:48 What Loop Engineering Means

03:39 Prompting vs Looping

04:44 Doer and Judge Framework

05:37 Fusion Loop Walkthrough

06:26 Agent Kanban Loops

07:21 Fusion Boardroom Method

08:31 Sakana Fugu Council

09:05 Agent OS Bundle Overview

10:01 Memory Feedback Loop

11:26 Getting Started and Proof

12:01 Join the Community

12:35 Final Wrap Up