Cloudflare and AWS debut AI decision models for enterprise agents

Cloudflare and AWS just rolled out lightweight AI models—Clef and Strands Decider 2B—that handle routine decisions within enterprise AI systems. Instead of relying on large, expensive models for every step, these decision-focused models act as control switches, picking what agents do next and helping lower costs and latency. But experts warn this could complicate the tech stack, with each model needing separate calibration and policy management.

• Cloudflare's Clef runs decision models near enterprise apps
• AWS Strands Decider 2B uses 2 billion parameters for orchestration
• Decision models cut inference costs and latency
• Experts warn about configuration and calibration challenges
• Stack sprawl raises governance and maintenance issues