AI Insights
How to Build an Enterprise AI Knowledge Base Directly From Office Documents
From traditional RAG to a full agent — a real enterprise knowledge experiment we ran with SourceLens, an open-source project that skips the vector database entirely.
2026-09-15
Give Kopia an AI Brain
Kopia's dedup and encryption are solid, but its CLI runs on memorized flags and KopiaUI isn't much better — once something's backed up, it disappears into a black box. HyperFileLens builds its Agent directly on Kopia, collapses setup into a few clicks, and wires in an AI engine (SourceLens) that reads snapshots directly. A full hands-on walkthrough, from deployment to asking AI questions about your own backups.
2026-09-09
Help AI Understand Your Business Data, Starting With Your Backups
From recovering data to rediscovering its value — the open-source HyperFileLens skips Embedding, Vector DB, and pre-indexing entirely, letting an agent search, read, and reason over raw files directly. It's already running in production across HyperBDR and AGIOne's global sales support, product support, and engineering analysis.
2026-09-07
History Rhymes: 70 Years Ago, We Didn't Trust Machines to Write Good Code Either
Seventy years ago, programmers didn't trust compilers to generate usable code either. Today's trust crisis around AI-written code is nearly the same story playing out again. From FORTRAN's origin story to the cost-driven organizational shift and the rise of software engineering itself, history has already given us the answer.
2026-08-10
$5 for a Week of Work: How We Use AI to Capture Fragmented Enterprise Knowledge
A real story from cloud migration and disaster recovery support: how AI-My-Chats uses email as a unified entry point and multimodal models to understand context, turning fragmented conversations into traceable, reusable enterprise knowledge — processing 100+ records a month for about $5 in model costs.
2026-08-02
Why 80% of a Company's Most Valuable Information Ends Up Lost in Chat Logs
A company's most valuable information rarely lives in documents or knowledge bases — it's scattered across chat logs. We re-examined the whole pipeline, from collection and comprehension to standardization and workflow integration, and open-sourced Devify to turn the real information a company produces every day into fuel that can actually drive AI.
2026-07-14
How AI Made Us Rethink Team Collaboration
A real internal experiment: the same product, built by a four-person team versus one person with AI. The results surprised everyone — and forced us to rethink how we think about division of labor, collaboration, and judgment in the age of AI.
2026-06-30
Software Engineering in the AI Era: The Bottleneck Is No Longer Development, It's Quality
Drawing from interview observations of three types of developers, this article explores how AI is restructuring software engineering: the bottleneck has shifted from generation to quality, testing is evolving into quality engineering, and product thinking is becoming every engineer's core competency.
2026-06-27
Mrs. Wang's AI Adventure
A warm and cautionary story of an elderly woman who trusted Doubao for real-world errands, revealing the everyday risks of AI hallucination.
2026-06-22
Can Your Phone Become a Primary Development Tool? A Real-World Test
A hands-on experiment using Claude Code's Remote Control feature to write code, run tests, and deploy a real project entirely from a mobile phone.
2026-06-20