Anthropic hired IPO lawyers the same day it announced its first acquisition. The company claims efficiency while burning $2.8B annually. Its safety positioning has won enterprise customers—and alienated Trump's White House. The math is complicated.
AWS calls them "frontier agents." They run for hours, even days, making decisions across your codebase while you sleep. The question developers want answered: how do you trust AI that works unsupervised? AWS's agentic AI lead explains the framework.
AWS unveiled a full-stack AI architecture at re:Invent 2025, from custom silicon to autonomous agents. The strategy isn't about competing with Nvidia. It's about capturing the entire AI value chain before anyone else can carve it up.
Your employees paste customer records and source code into AI tools you've never approved, dozens of times daily. Bans don't stop them—IBM found the habit adds $670,000 to breach costs. The companies winning aren't building higher walls.
Enterprises are spending billions on AI pilots, but MIT's research shows most deliver no return. It's not the technology failing. The gap between impressive demos and working systems comes down to data quality, technical debt, and organizational readiness.
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