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Simon Willison dropped a system prompt diff analysis that the HN thread barely noticed. 53 points. That is a shame because this is the most useful piece of release documentation Anthropic has shipped in months, and it came from a researcher scraping the actual model instead of reading the marketing

A community data analysis showing Opus 4.7 consumes roughly 45% more tokens than 4.6 on identical tasks hit 379 points on HN today. The headline is real. But the story is more complicated than the number suggests, and for agency operators running production workloads, the nuanced version is

A developer in the EU just got a €54,000 Gemini bill in 13 hours. Google called it valid usage and would not refund a cent. This is not a horror story. This is a warning about architecture decisions that the industry has been making wrong for years, and that

Anthropic shipped Claude Design today. It hit 753 points on Hacker News within hours. That's a big number for a product launch. Most people in that thread are arguing about the wrong thing. This is not a design tool for designers. It's a design tool for

Claude Opus 4.7 Is Anthropic's Riskiest Bet Yet Anthropic just made a decision that will define how you run AI coding agents for the next year. Adaptive thinking, the feature power users have been debating for months, is now forced on. You cannot turn it off. That

A developer ran benchmarks comparing three flat-file storage approaches against SQLite. For 1M records, a simple in-memory hash map backed by a JSONL file hit roughly 169,000 requests per second in Rust. SQLite hit 25,000. That is a 4 to 6x gap on reads. The HN thread hit

A UK GP used an ambient AI scribe every day for 18 months. Initial data looked great: 26% time saved on documentation, burnout dropped from 51.9% to 38.8% after 30 days. He was a true believer. Then he stopped. Not because the technology failed. Because it worked exactly