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Proof of Thought (Pot)

by ekadet·Feb 13, 2026·1 point·0 comments

AI Analysis

MidBig BrainNiche Gem
The Take

The core idea—make the assistant refuse to write code until you prove you understand the problem—is a sharp behavioral hack that could really change how people use copilots. The repo/article shows a mode table (temperature, allowed tools like write/edit/bash/read/grep) and an explicit permission model, which is a useful blueprint. Right now it reads like a well-argued workflow and config proposal rather than a plug-and-play tool: I'd want an editor/CLI integration or enforcement layer before I call it a must-use.

Target Audience

Software developers and engineers who use AI assistants and want to enforce rigor and understanding before accepting generated code

Post Description

I got tired of AI making me dumber, so I built "Proof of Thought" - an AI agent that won't write code until you demonstrate you understand the problem. After 30 days of use, my bug rate dropped 73% and I can actually explain my own codebase again.

https://github.com/ekadetov/ekadetov.github.io/blob/main/ass...

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