LLMs in Production #3: Reading the Model Spec

Post 2 gave us the math: 2 bytes per parameter in BF16. Apply that to a…

Automated Kernel Review and Upgraded Tinybox

Kernel review, automated Sashiko is a tool Google engineers have been quietly building for the past…

Your Coding Workflow with Claude Forge’s Versatile Development Toolkit

Say goodbye to your coding inefficiencies with Claude Forge, the open-source plugin designed to transform Claude…

Two Papers and a Mystery Model

Two architecture papers landed on the Hacker News front page this week, independently, making the same…

LLMs in Production #2: How Much VRAM Do I Need?

Before you download the 30 gigabytes, before you request the cluster, before you spin up the…

LLMs in Production #1: Precision Explained

You download the model. Thirty gigabytes of something arrives on your drive. You run the loading…

Teaching Your Coding Agent to Think Before It Types

Most coding agents are eager. Too eager. You ask for a feature, and within seconds they’re…

Meet Shannon by Keygraph: The AI Breakthrough in Autonomous Web Security Testing

Alright, cyber enthusiasts, let’s talk about Shannon by Keygraph—a game changer in the realm of AI-powered…

Autoresearch by Andrej Karpathy: Revolutionizing Machine Learning with Autonomous Experimentation

Andrej Karpathy just dropped a game-changer called autoresearch—a lean, mean Python tool for letting AI agents…

Someone Built a Firewall for Claude Code — And You Probably Need It

If you’re letting Claude Code read arbitrary files, fetch random web pages, or pipe raw command…

AI Agents Are Privileged Processes. We’ve Been Treating Them Like Chatbots.

Someone sends you a link. You click it. Within milliseconds, before your next keystroke, an attacker…

Cheddar Bench: Coding Agents Playing Bug Treasure Hunt

Let’s talk about Cheddar Bench—a brilliant unsupervised benchmark that’s turning bug detection into an exciting treasure…

The Day 7,000 Robot Vacuums Almost Became a Remote-Controlled Army

A robot vacuum is supposed to learn your floors — not your neighbors’. Yet for a…

When Trust Is Breached: What PayPal’s Account Compromise Reveals About Financial Security

Security transparency, rapid containment, and enforced credential resets are often the clearest signals of how seriously…

How to Erase an AI’s Conscience in 45 Minutes

Removing refusals from open-weight LLMs used to require understanding transformer internals. Now it’s a pip install…

Qwen3.5-397B-A17B: A Serious Look at Alibaba’s New Open-Weight Giant

Alibaba dropped Qwen3.5 today, timed almost to the hour before China’s Lunar New Year holiday. The…

gog: One Binary to Rule Your Google Workspace from the Terminal

Google’s suite of tools is genuinely useful. It’s also genuinely hostile to anyone who prefers a…

PicoClaw: A Leaner AI Assistant That Actually Fits on Cheap Hardware

There’s a new entry in the personal AI assistant space that’s worth paying attention to —…

When AI Benchmarks Turn Into Memory Tests

A new coding benchmark just exposed an uncomfortable truth about AI leaderboards: when the test questions…

Why Andromeda Is Racing Toward Us While the Rest of the Universe Pulls Away

Look up on a clear night and you’re staring into a paradox. On the largest scales,…