Articles

Practical AI for people building things.

Essays, workflow notes, and useful opinions for people who need AI to hold up in real working conditions.

Security2026-04-167 min read

An AI Just Found Security Bugs That Hid for 27 Years

Anthropic's new Mythos model has uncovered thousands of unknown software vulnerabilities, including one that lived quietly in OpenBSD for 27 years. Here is what the story means for small businesses and anyone who depends on software that should not break.

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Tools2026-04-117 min read

ChatGPT Can Now Hire Freelancers for You

Upwork just launched an app inside ChatGPT. You can describe a project, match with real freelancers from an 18 million-person talent pool, and draft the job post without leaving the chat window.

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Agents2026-04-107 min read

Visa Just Gave AI Agents a Credit Card

Visa launched Intelligent Commerce Connect, the first real payment layer that lets AI agents buy things on your behalf with spend controls you set. Agentic commerce just stopped being a slideshow.

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Models2026-04-097 min read

Meta Just Replaced Its AI Brain — and You Will Notice

Meta launched Muse Spark, a brand-new AI model that will power the assistant inside Facebook, Instagram, WhatsApp, and Messenger. It thinks step by step, runs multiple agents at once, and marks a sharp turn away from the open-source playbook Meta was known for.

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