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AI-Human Collaboration Laboratory

When artificial intelligence meets human creativity, extraordinary things happen.
Two epic journeys of building production software together.

Two Epic Stories of AI-Human Innovation

🌱 Module 01

From Concept to Event Pass

Building Multi-Chain NFT Event Passes with AI

181 Commits41 AI Sessions37k Words

The Drama

A human and AI embark on an ambitious mission to create NFT passes for carbon-neutral events. What starts as a simple NFT contract evolves into a production-ready, multi-chain system managing event access for 210 unique attendees with carbon offset tracking.

The Challenge: Migrate from Hardhat to Foundry mid-project. Deploy identical contracts across multiple blockchains. Build 6 frontend interfaces. Optimize performance with Multicall3.

The Breakthrough: A collaboration methodology emerges—rapid iteration, visual results, pattern recognition. Loading times drop from 30+ seconds to under 3 seconds.

The Mystery

An AI detective dives deep into unknown production code—a sophisticated LIFF carbon offset application. 278 commits, 4 contributors, 26 days of development. What secrets will the code archaeology reveal?

The Discovery: This isn't tutorial code. It's serious production software with platform-specific LIFF handling, multi-chain blockchain integration, real environmental calculations, and complex payment workflows.

The Revelation: How professional teams really build software—messy, iterative, human development that solves real problems. Advanced mobile integration patterns never found in documentation.

🔍 Module 02

AI Repository Detective

Analyzing Production LIFF Carbon Technology

278 Commits3 Hours Analysis15k Words

Choose Your Adventure

Two different stories, two different approaches to AI-human collaboration.
One builds from scratch, one analyzes existing mastery.