Ammorick

I'm a zero‑background self‑taught developer from China. I work as a delivery rider by night, and spend my spare time building a multi‑expert AI system from scratch.

My first MVP is a Python‑based Q&A system that lets multiple AI experts (medical, legal, strategy) debate together before giving a final answer. I’m still learning Python basics while improving the system step by step.

I post my daily progress, code logs, and lessons learned — because I believe in building in public and getting feedback from the community.

Right now I’m focused on making the system more modular, adding more expe

Products

Multi-Expert Q&A — let AI experts debate before giving you an answer.

I'm building a Python-based AI system that brings multiple expert brains (medical, legal, strategy, etc.) together to discuss a problem, cross-check each other, and deliver a more reliable answer than any single AI could.

Safety is built in from the start — not as an afterthought, but as an external detection layer that filters input, output, and everything in between.

Right now I have a working MVP with parallel API calls, multi‑round debate, memory, and safety filtering. I'm iterating on it daily — adding more experts,

Articles

Stories from building a multi‑expert AI system while learning to code from zero.

From "Single Expert" to "Multi‑Expert Debate" — a deep dive into the core mechanism (in Chinese)：
https://juejin.cn/post/7651673262761574438

Night‑shift delivery rider, coding in spare time — project origin and overall architecture (in Chinese)：
https://juejin.cn/post/7650148511229591578

From Single Expert to Multi‑Expert Debate — a technical recap of how I implemented multi‑round debate between AI experts. (Article in Chinese, but the code and structure are universal.)