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News
When the pillars collapse one after another
50+ min ago (1672+ words) Most of what I write about here has something to do with software: systems, architecture, tools, failures, and the occasional attempt to understand why something that looked perfectly stable suddenly isn’t. This one is different. Over the past few months,…...
The GIGO Crisis: Why Social Media's Fact-Check Rollback Is Teaching AI to Lie
2+ week, 1+ day ago (693+ words) This article examines how platform-level moderation decisions are reshaping AI training data, and what happens when the information machines learn from becomes unreliable. It connects data integrity, AI safety, and the structural risks now facing U.S. AI development. The internet is…...
The Moderation System That Was Running Perfectly — On Nobody
3+ week, 3+ day ago (597+ words) Summer Bug Smash: Smash Stories 🐛🛹 This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. I'm a solo founder building a social platform where content screening is the whole point. Livestreams get transcribed in real time…...
Your AI Isn't Racist, It Just Read a Lot of Bad History
1+ mon, 1+ week ago (729+ words) Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is... Tagged with ai, webdev, programming, beginners....
Truth Is Dead. Long Live Probabilistic Fact-Checking.
1+ mon, 1+ week ago (1113+ words) The End of Binary Truth: Engineering Probabilistic Reality Filters Introduction The landscape of digital truth has undergone a seismic shift. For years, the battle against misinformation focused on identifying tell-tale "deepfake signatures"—digital artifacts that betrayed synthesized media. Our recent…...
MAVLink: the protocol behind millions of drones (and why it isn't secure by default)
1+ mon, 2+ week ago (771+ words) If you build an open-source drone today, chances are it speaks MAVLink — the communication protocol between the drone and its ground control station (GCS), used by ArduPilot and PX4, running on millions of devices. The catch: MAVLink was designed for one…...
How to Escape and Unescape JSON Strings (Quotes, Backslashes, Newlines & Unicode)
2+ mon, 4+ day ago (213+ words) If you've ever hit Unexpected token in JSON at position 42 or Unterminated string, there's a good chance an unescaped character broke your payload. JSON is strict about what's allowed inside a string, and the fix is almost always escaping. Here's…...
The Seven Cycles of a Life — And How to Show Up in Each One
2+ mon, 5+ day ago (1225+ words) I've been writing a book about compression. The core idea is simple: understanding something means compressing it — distilling its essential structure into something smaller that still predicts how it behaves. As I wrote, a pattern kept surfacing. It showed up…...
Near-misses vs device failures — what MAUDE actually tells a European RA
2+ mon, 1+ week ago (248+ words) First, a quick operational distinction I use in my files (and which feeds risk-management and CAPA): Why this matters: near‑misses are leading indicators — they let you act before patient harm. Device failures are lagging indicators — they tell you something…...
Build a Fact-Checking Pipeline for AI-Generated Content: Real-Time Verification Using Claude API
2+ mon, 1+ week ago (501+ words) Your content creators are publishing unverified claims generated by AI, and manual fact-checking is a bottleneck. Here's the exact Python pipeline I built to automatically extract claims, verify them across 3 data sources, and flag risky content—copy-paste ready with working…...