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How to Prove Compliance in AI-Generated Code Every security tool tells you what's wrong. None prove what's right. Here's how compliance evidence maps change the audit conversation.
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Retrieval-Augmented Generation (RAG) has become the default architecture for building AI-powered document intelligence systems. Most implementations follow the same pattern: Split documents into chu
Problem For an assignment in the University of British Columbia's CPSC330 course in Applied Machine Learning, we were tasked with categorizing titles pulled from a sample of Food.com recipe
Every year, our team visits engineering colleges across India to hire freshers. The first round is always an online coding test — 300+ students, one shot at finding the ones who can actually think. W
I spent 15 years perfecting my coding skills, only to watch someone build my latest project idea in an afternoon using ChatGPT and Cursor. The demo looked identical to what I had sketched out. Same la
April 2026 · Lazy Developer EP.05 In EP.04, I built FeedMission in 7 days. Feedback started coming in. At first, it was great. But once it starts piling up, a different problem emerges. "Please add d
April 2026 · Lazy Developer EP.04 After building Apsity in EP.02, feedback from 12 apps started pouring in. Emails, reviews, DMs. At first I organized them in a spreadsheet. But "please add dark mode
There's a point in every TypeScript developer's journey where you stop fighting the compiler and start working with it. These patterns are what got me there. They're not just clever tricks. They solv
I've worked on enough Node.js backends at this point to start seeing the same problems come up over and over. Some of them are beginner mistakes. Some of them show up in codebases written by people wh
I spent the last few months building toprank, an open-source Claude Code plugin that runs Google Ads audits, SEO audits, keyword research, RSA copy generation, and publishes content to WordPress/Strap