With Hongyu Li and Jiahui Fu

I built **NovaFlow AI**, a comprehensive AI-powered loan management and trading platform that uses Amazon Nova foundation models to automate document analysis, predict defaults, score ESG compliance, and enable transparent secondary market trading — all within a single desktop application. Here's the full story: what inspired me, how I built it, the challenges I overcame, and where it's headed.

Thinking about going vegan? I share my honest journey, from the confusing early days to discovering amazing recipes and a whole new way of living.

NovaFuture Version 8: NovaFlow social network, PWA app, free blogs, Tor access, anti bots, engine optimization. Full tour of this major redesign. Check it out!

NovaFlow is a proof of concept for replacing manual ETL requests with a self-executing agent. It doesn't just wrap an LLM around a dataset but uses a closed-loop Critic Agent to read raw CSV schemas, write deterministic SQL, intercept its own errors, and fix them before execution. The final output isn't just text but more than that! The system automatically renders interactive Plotly graphs and synthesizes a Nova Sonic neural audio brief in under 15 seconds which is quite a feat for an agentic AI workflow.

How an agentic AI system powered by Amazon Nova is leveling the playing field for job seekers in underserved communities - from rural areas to people with disabilities.

Have you ever pushed code at 4 PM on a Friday only to spend the entire weekend rewriting broken UI tests because a single CSS class changed? The traditional QA pipeline is fundamentally broken, trapping engineers in an endless cycle of maintaining brittle automation scripts. This is the personal story of why I built NovaFlow—and how I orchestrated a multi-agent system using three different Amazon Nova models to completely eliminate the need for humans to write UI test code ever again.

NovaFlow Ops converts natural-language tasks into deterministic browser automation with structured planning, RAG grounding, and auditable execution. It combines Amazon Nova 2 Lite, Titan Text Embeddings v2, and Playwright to produce verifiable logs and screenshot artifacts.

NovaFlow 為機器人自主操作提出了一個全新的、無需示教的框架。