Technology
Beyond Bigger Models: The Race to Make AI Useful at Work
New launches from Reflection AI, Cohere and Bitdefender point to a changing AI contest: not just which model can reason, but which systems can be deployed, governed and trusted to act.

The Big Idea
The next AI breakthrough may not be a model that wins a leaderboard. It may be a model that costs less to run, fits into an organization’s workflows and can be trusted with the keys to the office. Recent developments from Reflection AI, Cohere and Bitdefender point to a contest expanding beyond raw capability: the practical challenge is making AI useful once it leaves the demo.
That shift is easy to miss because models still get the splashiest announcements. But a clever system...
artificial intelligence
AI agents
open-weight models
enterprise AI
AI security
deployment
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