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What 127.5 million forms can tell you about the state of front-end input validation on the Web
Upgrading hardware is usually a straightforward decision: Your device slows down, you replace it. But 2026 isn’t showing a typical hardware cycle. Increased demand for memory from AI data centers has tightened the current and future supply of RAM (random access memory, a form of electronic computer memory), putting upward pressure on production costs. What does this mean for you? Prices and availability may never get better.，这一点在PDF资料中也有详细论述
{"input": "Tim Cook is the CEO of Apple Inc., based in Cupertino, California.", "output": {"entities": {"person": ["Tim Cook"], "company": ["Apple Inc."], "location": ["Cupertino", "California"]}, "entity_descriptions": {"person": "Full name of a person", "company": "Business organization name", "location": "Geographic location or place"}}}，推荐阅读PDF资料获取更多信息
Once I have a read on the structure, I’ve started using AI to accelerate specific parts of the audit. I’ve been using thoughtbot’s rails-audit patterns recently — they even have a Claude Code skill now that helps automate the initial pass. A good starting point before you dig into the specifics. Feed it a god model and ask it to identify the distinct responsibilities. Useful for planning a decomposition. Use it to spot patterns across multiple models you’d take longer to see manually.