hi, I'm zebang
Strategy Consultant turned Software Engineer. Looking forward to how AI will transform the world, one line of code at a time.
zebang

About

I started my career solving business puzzles for big brands, but soon found myself drawn to the world of software engineering and AI. I pursued degrees in computer engineering and economics. Now, I'm focused on building cool tech products, from AI-powered tools to full-stack apps, all while trying to catch a glimpse of the tech future ahead.

Recent Writing

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Aug 6, 2026·中文·AI & Agent·Other Ideas

从 AutoGPT 到 Agent Harness,三年发生了什么?

Agent Loop 三年来几乎没变,真正变复杂的是 loop 外面的 Harness。这篇文章从 2023 年的 AutoGPT 讲到 2026 年的 Deep Agents 和 eve,梳理 Model 和 Harness 之间责任边界的重新划分,以及为什么 Harness ownership 是理解各家 Agent SDK 差异最有用的视角。

Aug 6, 2026·EN·AI & Agent·Other Ideas

From AutoGPT to Agent Harness: What Changed in Three Years?

The Agent Loop barely changed in three years. What got complicated is the Harness around it. This post traces the redrawn boundary between Model and Harness from AutoGPT in 2023 to Deep Agents and eve in 2026, and why harness ownership is the most useful lens for comparing Agent SDKs.

Jul 23, 2026·中文·AI & Agent·Other Ideas

从 Make Prompts AI Agents Love,到 Make Codebases AI Agents Love

模型变强之后,收益更大的不再是优化 prompt,而是让 codebase 对 Agent 可读、可反馈、可把关

Jul 23, 2026·EN·AI & Agent·Other Ideas

From Making Prompts AI Agents Love, to Making Codebases AI Agents Love

As models get stronger, the bigger returns no longer come from optimizing prompts, but from making your codebase legible, verifiable, and gated for agents.

Jul 10, 2026·中文·AI & Agent·Engineering Notes

SWE-bench 是怎么造出来的,又是怎么坏掉的

从 SWE-bench 到 Verified 再到 Pro,三代 benchmark 用同一种方式造题,也以同一种方式失效。以及 DeepSWE 和 CursorBench 分别提升了什么。

Work Experience

x

xAI

11/2025 - 12/2025
Member of Technical Staff

Building evals for software engineering tasks and a RAG-based collections search API.

A

Amazon

05/2024 - 11/2025
Software Engineer

Designed and engineered a benchmark generation system for Amazon Q Code Transformation, an LLM-powered product that automates codebase migration, enhancing the evaluation of migration success rates

H

Hexu

09/2021 - 04/2023
Growth and Analytics

Owned Profit & Loss of online channels, achieving 3x core metrics growth in 1 year

O

OC&C Strategy Consultants

08/2020 - 09/2021
Associate Consultant

Advised consumer goods and retail clients on growth strategy, market entry, and due diligence projects

F

Fosun RZ Capital

02/2020 - 05/2020
Investment Analyst Intern

Supported enterprise software investments through deal sourcing, due diligence, and portfolio management

T

TikTok

05/2019 - 08/2019
Strategy Analyst Intern

Monetization strategy and analytics: covered South Korea, Russia, and MENA markets

U

Uber China (now DiDi)

10/2018 - 01/2019
Strategy Analyst Intern

2019 strategic planning project for DiDi ride-hailing business

B

Boston Consulting Group

09/2017 - 11/2017
Strategy Consulting Intern

Feasibility research on the construction of an US agriculture company’s information security center

Skills

Python
Java
React
React Native
Typescript
Node.js
AWS/GCP
Docker
Kubernetes
RAG
LLM Agentic Workflow
My Projects

latest work

I've worked on a variety of projects. Here are a few of my favorites.

rent-or-buy.homes

rent-or-buy.homes

Owner

A web app that helps you figure out whether buying or renting a home makes you richer. We're talking about differences that can reach hundreds of thousands or even millions of dollars.

React
Vite
TailwindCSS
Claude Code
PawPal

PawPal

Owner

A desktop pet that lives on your screen and reminds you to take breaks, drink water, and stay focused.

Electron
React
TypeScript
vite
AI Closet

AI Closet

Owner

A mobile app that helps users digitize their closet, get outfit inspirations, and virtually try on clothes of their own or from online stores.

Typescript
React Native
Expo
AWS
Comfy UI
Figma
DirPrint

DirPrint

Owner

A command-line tool that helps you share your project's directory structure and file contents with LLMs (like ChatGPT, Claude, etc.).

Python
Command Line Tool
ProspectKit

ProspectKit

Owner

A lightweight AI prospecting workspace for founders and small teams to research companies, find contacts, score leads, and draft personalized outreach.

Next.js
React
TypeScript
PostgreSQL
Drizzle
AI SDK
Exa
Type4Me

Type4Me

Contributor

A macOS voice input tool with real-time ASR, LLM-powered text polish, translation, and local history.

Swift
SwiftUI
macOS
ASR
LLM
Ollama
Insight Reviews

Insight Reviews

Owner

A GPT-powered product review analysis and monitoring platform for e-commerce sellers.

Next.js
LLM
Langchain
Python
Pandas
Streamlit
Typescript
Shadcn
TailwindCSS
CampusCycle

CampusCycle

Owner

A localized e-commerce platform designed specifically for college students to buy and sell used goods and furniture.

Vue.js
Vite
TailwindCSS
Node.js
Express
MongoDB
Docker
Kubernetes
GitLab CI/CD