There’s something almost absurd about the story behind [Xmloxide](https://github.com/jonwiggins/xmloxide). A developer pointed Claude Code at libxml2’s test suite and basically said “make this pass.” Three hours later, the agent had produced a full Rust reimplementation of one of the most important XML libraries ever written. And here’s the kicker — it passes every single test.… Continue reading

If you’ve spent any real time with Claude Code, you know the pain. You’re deep into a coding session, everything’s flowing, and then — context degradation hits. The conversation starts forgetting things you told it ten minutes ago. Your 200K context window got eaten alive by Playwright snapshots, API responses, and log files you never… Continue reading

I’ve been staring at [MicroGPT](https://karpathy.github.io/2026/02/12/microgpt/) for the past week and I still can’t fully wrap my head around the fact that this thing exists. Andrej Karpathy — yes, the former head of Tesla AI and OpenAI co-founder — sat down and wrote a complete, working GPT in 243 lines of pure Python. No PyTorch. No… Continue reading

If you’ve been running quantized models locally, you know the drill — smaller file sizes come at the cost of accuracy. You pick a quant level, cross your fingers, and hope the output doesn’t turn into gibberish. [Unsloth Dynamic 2.0](https://unsloth.ai/blog/dynamic-v2) throws that one-size-fits-all approach out the window, and honestly, it’s about time someone did. The… Continue reading

There’s a question that’s been floating around AI circles for a while now: can an AI agent actually *earn* money? Not in some hypothetical sense, but literally generate income that exceeds its own operating costs. The team at [HKU’s Data Intelligence Lab (HKUDS)](https://github.com/HKUDS) decided to find out, and the result is [ClawWork](https://github.com/HKUDS/ClawWork) — a benchmark… Continue reading

If you’ve ever stared at a pile of raw clips wondering where to even start, you know the feeling. That blank timeline dread is real, and it’s honestly the reason half my footage never gets edited. Well, Adobe just dropped something that tackles exactly that problem — and it’s called [Quick Cut](https://blog.adobe.com/en/publish/2026/02/25/putting-ideas-in-motion-redefining-ai-video-with-adobe-firefly), a new AI… Continue reading

There’s a moment most of us have experienced: you’re about to type something personal into ChatGPT or Claude, and you pause. Maybe it’s a health question, a private journal entry, or a half-baked business idea you’re not ready to share with anyone. That little hesitation — knowing your words are about to land on someone… Continue reading

There’s a moment every developer hits with AI coding assistants where you realize the tool is fast but sloppy. It spits out code before understanding the problem, skips tests, and leaves you cleaning up a mess that took longer to fix than writing it yourself. That’s exactly the frustration [obra/superpowers](https://github.com/obra/superpowers) was built to solve, and… Continue reading

I’ve been playing with [Claude in Excel](https://support.claude.com/en/articles/12650343-use-claude-in-excel) for the past week, and honestly, it’s one of those tools that makes you wonder how you ever got by without it. Anthropic built this as a native Excel add-in — you install it from the [Microsoft Marketplace](https://marketplace.microsoft.com/en-us/product/saas/wa200009404), open a side panel, and just start talking to Claude… Continue reading

If you’ve been anywhere near security Twitter or Hacker News this past week, you’ve probably seen [RoguePilot](https://orca.security/resources/blog/roguepilot-github-copilot-vulnerability/) making the rounds. And honestly, when I first read the write-up from Orca Security researcher Roi Nisimi, my reaction was something between “wow, that’s clever” and “oh no, we are so not ready for this.” Here’s the gist.… Continue reading