I built an AI that uses a metacognitive loop 2 solve invention problems
Hi HN, I'm the creator of this project. For the past months, I've been working on building an AI agent that could move beyond simple generation and tackle inventive challenges autonomously. The core idea was to create a system with a "metacognitive loop"—the ability to recognize when it's stuck on a fundamental problem and then launch a sub-mission to solve that specific bottleneck before continuing. The linked article is a deeper introduction to the system's architecture and a snapshot from a recent run. I tried to design it to be evidence-grounded and self-critical to avoid the pitfalls of…
I built an AI that uses a metacognitive loop 2 solve invention problems launched on September 3, 2025 with 9 votes, #1,272 of 8,160 launches that month and more than 75% of that year's launches. The site was still online in September 2026, 1 year on.
What it does
An Autonomous Discovery Engine.
Rob Wise Sep 03, 2025 Share A Glimpse Into the AI Inventor: An Autonomous Discovery Engine For the past several months, I have been developing a new kind of AI system. My goal was to move beyond the paradigm of AI as a simple generator of text or images, and towards an architecture that could function as a true partner in discovery—an autonomous agent capable of tackling high-level inventive challenges. The project is called The AI Inventor , and I want to share a brief look at its architecture, its process, and its potential. The advent of Large Language Models has created an unprecedented repository of codified human knowledge. For the first time, the essential patterns of science,…from robw1se.substack.com
In the maker’s words, at launch
Hi HN, I'm the creator of this project. For the past months, I've been working on building an AI agent that could move beyond simple generation and tackle inventive challenges autonomously. The core idea was to create a system with a "metacognitive loop"—the ability to recognize when it's stuck on a fundamental…
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