Selected AI case studies

Start with the problem. Judge the decisions. Inspect the evidence.

These projects show how Aaron Huang moves AI work from ambiguous operating problems to reviewable results—without hiding the trade-offs or current limits.

AI projects

7 projects
Operating system

AI Content Production and Publishing System

How can two AI-assisted content workflows share writing and publishing rules without losing source verification or release control?

Collaboration system

Cross-AI Collaboration System

When several AI tools share one task, how do you stop context, ownership and acceptance criteria from disappearing between handoffs?

Knowledge system

Personal Knowledge System

How can AI continue long-running work without exposing a private knowledge base or losing the path back to original evidence?

Persistent agent

Hermes Persistent Agent

What must change before an AI agent can move from a one-off conversation to an operable and recoverable long-running service?

Experimental research

Enterprise RAG Evaluation

When enterprise RAG quality is poor, is the cause the data, retrieval method, answer generation or the evaluation design?

Product transformation

Legacy WordPress Website Transformation

How can AI accelerate a website transformation while keeping product decisions, evidence and final acceptance under human control?

Product workflow

AI Content Workflow Platform

How do you turn an ambiguous content request into a testable product workflow without handing key decisions to the model?