America's AI Regulation War: States vs. Federal Government
California, Texas, and 36 other states passed AI legislation. Now a federal executive order threatens preemption. What happens next defines AI governance in America....
California, Texas, and 36 other states passed AI legislation. Now a federal executive order threatens preemption. What happens next defines AI governance in America....
Fine-tuning creates models that know things. RAG creates systems that look things up. For enterprises where knowledge changes faster than training cycles, RAG wins on cost, velocity, and auditability....
42% of companies abandon AI initiatives before production. MIT research shows 95% of AI pilots fail. The demo-to-production gap is systematic and predictable....
Test coverage metrics measure code execution, not verification. High coverage with weak assertions is worse than lower coverage with strong assertions - it provides false confidence....
Government procurement is maddening. Security requirements are exhaustive. The pace is glacial. But when your software helps rescue people at sea, you understand why it has to be this way....
Gartner predicts over 40% of agentic AI projects will be canceled by 2027. The reasons are predictable: unclear ROI, agent washing, and deployments without governance....
METR's randomized controlled trial found experienced developers are 19% slower with AI coding tools. The twist: they believed they were 20% faster....
AI video generation looks impressive in demos because those clips are selected from dozens of attempts. In production, expect 3-5 generations per usable clip, 15-20% cleanup time, and quality that isn...
Speech recognition vendors have spent decades perfecting noise filtering. Research shows it often hurts accuracy. A different approach to acoustic intelligence is needed....
MIT-linked studies show 95% of generative AI pilots failed to generate meaningful business impact. The failure patterns and how to avoid them....
Every nation wants AI sovereignty. Only the US and China have anything close to it. The rest are buying sovereignty as a service from the countries they're trying to escape....
How to see through AI vendor marketing: why demos don't match reality, how accuracy numbers lie, and what questions to ask before buying enterprise AI....
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