small models
2 published articles
AIFeatured2 min read
AI Efficiency
Four Small Models Just Beat Their Bigger Siblings. That's Not a Coincidence Anymore
OvisOCR2 (0.8B), Mage-Flow (4B), Celeris-1, and a cost-efficient win for Claude Opus 5 over Fable 5 all beat larger or pricier systems this month, not through scale but by fixing the specific bottleneck, tokenization, pipeline redundancy, latency, that was actually limiting performance.
2026-07-30
AI AgentsFeatured4 min read
AI Agents
Microsoft's bet on small models for agentic AI is about orchestration, not knowledge
Microsoft Research's MagenticLite project shows that small models can handle complex agentic tasks when orchestration, model design, and execution environment are codesigned. The release includes MagenticBrain, a 14B orchestrator, and Fara1.5, a computer-use model family that nearly doubles prior performance on web navigation benchmarks.
2026-07-09