model comparison
3 published articles
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 economics
The Claude vs Fugu calculus: when a swarm beats a single model
Anthropic's Claude Opus 5 delivers near-flagship performance at half the token cost but intentionally caps cybersecurity capabilities. Sakana AI's Fugu platform orchestrates multiple open models to match frontier benchmarks. The decision hinges on task type, budget, and tolerance for complexity.
2026-07-27
Open Weights Analysis
Gemma 4 is infrastructure, not a chatbot. That changes the math on self-hosting AI.
Google DeepMind's Gemma 4 is an open-weight model designed for self-hosting and customization, not consumer chat. This analysis compares it to ChatGPT, Claude, and Qwen-3.5 across licensing, privacy, and deployment flexibility, revealing why it matters for regulated industries and on-device AI.
2026-07-10