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mg-mg-mg/README.md

Hi, I'm Mingyun (MG)

Senior Backend & AI Agent Platform Engineer · Tech Lead

TriAstra

I build agent teams that ship production software, and the gates that make AI-written code trustworthy.

🎬 Featured: One engineer, an agent team

agent-loop-v2.mp4

A 7-language product with 1,700+ registered users, built and run alone · median 1.9 h from bug report to resolved fix · 0 of 231 merged PRs reverted · a client's 15 prototype screens made real in 6 days
Read the case study → · Source of the write-up

LinkedIn · Email · Case study · agentic-delivery-kit


🔧 Open Source

Harness bugs I hit while running many concurrent coding agents, reproduced, fixed and sent upstream (why):

Project Contribution Status
oh-my-pi ★35k Keep read on the runtime worker for regular-file input status
Unblock mapfile/readarray on process substitution status
Report the persisted value a config save replaces status
Return a re-tasked agent's latest result from agent:// status
Count argv/envp pointers so xargs splits large inputs status
Let cancelled jobs run TERM cleanup before a hard kill status
Stop IRC-answered agent wakes reporting "no output" status
jcode ★20k Group contiguous TUI typing into one undo step status
Restore rustfmt on CI status
ts-rs ★1.9k Remove trailing spaces before documented fields status
opentelemetry-rust ★2.7k Keep a failed batch from being reported as a successful flush status
flutter ★180k Keep SDK git queries from reading a git hook's repository status

Also reported: worktree clones copying .env secrets · disk exhaustion from per-worktree build caches


💡 What I Love Doing

  • Agentic Engineering: Running parallel coding agents with separate author, reviewer, and verifier roles (Oh My Pi, Codex, Claude Code), plus measured code-intelligence context (CodeGraph, Understand Anything)
  • LLM products: grounded, schema-validated LLM features with regression evals, cost guardrails and privacy-safe tracing (TriAstra, plus a ChatGPT app served from a Rust MCP server)
  • Payments & Web3 backends: subscriptions and refunds, ZK identity, trading automation, token platforms
  • Measured trust: evals, typed contracts, and gates that catch errors before runtime

Core Stack

Rust TypeScript Python Postgres Redis Kafka AWS GCP Cloudflare Terraform Kubernetes


Awards 🏆

  • 🥇 DAO Global Hackathon 2023 (1st Place) – Aragon Most Creative Use of Aragon OSx | GitHub
  • 🥇 Aptos Seoul Hack 2023 (1st Place) – Gaming Track | GitHub
  • 🥇 Coinbase Hackathon: Buidl The Future (1st Place) – XDC Open Ideas Track | GitHub
  • 🥇 Klaymakers22 Global Hackathon (1st Place) – NFT & Metaverse Track | GitHub
  • 🥈 BNB Chain Innovation Hackathon Seoul (2nd Place) | GitHub
  • 🎖️ ETH Global TOKYO – Polygon Pool Prize & Scroll (Just Deploy) | GitHub

Patents 📄


Education 🏫

  • 🎓 B.S. in Computer Engineering, Inha University, Incheon, South Korea (Mar 2014 – Aug 2021)
  • ✈️ Exchange Program in Computer Engineering, TU Chemnitz, Germany (Oct 2020 – Feb 2021)

Pinned Loading

  1. agentic-engineering agentic-engineering Public

    How I ship a production product as one engineer with an AI agent team: decision rights, parallel lanes, independent review/verification, and gates.

    HTML

  2. agentic-delivery-kit agentic-delivery-kit Public

    Configurable reference harness for bounded agentic delivery

    Python

  3. 0xKYC/BACKEND 0xKYC/BACKEND Public

    0xKYC backend NestJS server

    TypeScript 2

  4. 1jehuang/jcode 1jehuang/jcode Public

    High performance coding agent harness written in rust

    Rust 20.9k 2.4k

  5. can1357/oh-my-pi can1357/oh-my-pi Public

    ⌥ Coding agent with the IDE wired in. Built by Stencil Labs.

    TypeScript 35.6k 3.9k