Why AI Struggles to Guess Your Age — and Why That's a Bias Problem, Not Just an Accuracy One
You are being asked, more and more, to prove your age to a machine. A porn site wants to know you’re 18. A social platform wants to know you’re 16.…
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The Right to Be Forgotten Is Hard for AI: Why Deleting Your Data From a Model Isn’t a Delete Button
You ask a company to delete your data. In a normal system that is a database operation: find the rows that are yours, remove them, done. The mental…
Что просить у пользователя и как это хранить, доступ который можно забрать
Я делаю сервис, который разворачивает проекты юзеров на их серверах. Разбираю на своём примере три вещи, которые нужны любому, кто просит доступ к с…
Your Phone Number Can Be Stolen Without Anyone Touching Your Phone
What’s actually happening SIM swap fraud works by targeting the weakest link in the chain, which usually isn’t your phone at all. It’s your mobile c…
Our AI Agent Failed 5 Times in One Day. Here is Why It Never Happened Again.
Our AI Agent Failed 5 Times in One Day. Here is Why It Never Happened Again. LAO Runtime Protection in action — real failures, self-repaired, perman…
The One Question That Stops an AI Voice Scam Cold
What’s actually happening Voice-cloning technology has crossed a threshold: audio experts and federal agencies now warn that cloned voices can sound…
Как не дать ИИ‑психологу поддакивать и галлюцинировать. Инженерный разбор safety‑обвязки
Универсальная языковая модель отвечает складно, круглосуточно и почти бесплатно. Для домена, где на другом конце человек в уязвимом с…
RFK Jr.'s hand-picked committee approves manufacture of peptides he uses
There's no human safety or efficacy data, but that no longer seems to matter.
Why Child Safety Tracking Should Never Be Paywalled
Some features should never be locked. Child safety is one of them. That belief shaped WIN RAK from day one. A Real Scenario A father and son are vis…
The safety switch that doesn't actually work
Sparse autoencoders — the core tool of mechanistic interpretability — can identify and amplify specific concepts inside a neural network, but they c…
Ensuring Thread Safety — .NET core-centric
Prefer immutability What: Make data read-only after construction. Instead of editing objects, create new ones. Why: If nothing changes, many threads…
leakproof: stop your AI coding tool from leaking secrets to the cloud (local, Apache-2.0)
Author here. The problem leakproof targets: AI coding tools (Claude Code, Cursor, aider) ship a lot of working-tree context upstream, and if any of…
Claude Fable 5 Scores 95% on SWE-bench, Then Hands Off to Opus 4.8
The headline number is 95% on SWE-bench Verified. That's the score attached to Claude Fable 5, Anthropic's new general-access model in the Mythos cl…
The Safety Workaround That Worked, Until It Didn't
Power it on, and it's supposed to be ready to go on its own, no operator steps. Then one day, after a couple of restarts, it just... wasn't. Here's…
The Hidden Way Electronics Can Start a Fire — Even Without an Open Flame
Most people assume that electronics catch fire because of an external flame or a dramatic short circuit. In reality, quite a few fires start from so…
Why We Deliberately Crush Lithium Batteries (UN38.3 Crush Testing Explained)
Every year, millions of lithium batteries travel across the world inside electric vehicles, e-bikes, power banks, laptops, and drones. Most of them…
The Frontier Became a Club
Last week Anthropic announced Project Glasswing , the deployment program for the new flagship preview model Claude Mythos. The announcement framed G…