TL;DR Why I built PenAI PenAI started as a project at a hackathon organised by Encode Club. It’s an AI agent that could work through Hack The Box-style lab machines on its own. Upload a VPN file, give ...

ACRouter, a new open-source AI router, learns from execution feedback to pick the best coding model per task, cutting costs 2.6x versus defaulting to Opus.

Veracode tracked 100-plus models for a year. AI-generated code security is stuck at a 56% pass rate, even as AI now writes half of all code.

Stop paying per token—here's how to run Claude locally for free.

OpenAI engineers revealed a major six-month engineering overhaul behind ChatGPT’s voice infrastructure, known as GPT-Live. The upgrade removes legacy “turn detectors” in favor of a full-duplex model ...

CAD is starting to understand English.

Agentic AI armed attackers first, but it also put real building power in defenders’ hands. Here’s what security practitioners built in two days at Black Hat USA 2026, and how the CyberAgents Exchange ...

Learn how to build a Python arbitrage betting bot that compares odds across US sportsbooks, detects pricing gaps, calculates ...

Filters don't stop prompt injection; architecture does. A field guide to the lethal trifecta, the rule of two, Dual-LLM and ...

A language takes work off your hands, gives it to a compiler, runtime, or toolchain, and charges you somewhere else.