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Tagged: model selection

3 articles on model selection.

The Open-Weight LLM Landscape in 2026: What Engineers Actually Need to KnowThe Open-Weight LLM Landscape in 2026: What Engineers Actually Need to Know
February 15, 2026

The Open-Weight LLM Landscape in 2026: What Engineers Actually Need to Know

The open-weight ecosystem has matured faster than most engineers realize. MoE proliferation, hybrid attention, and extended context windows are changing what's deployable on-premise. That matters more than ever for healthcare AI.

EngineeringRead more →
When to Look Beyond Standard LLMs (And When to Stop Overthinking It)When to Look Beyond Standard LLMs (And When to Stop Overthinking It)
November 11, 2024

When to Look Beyond Standard LLMs (And When to Stop Overthinking It)

Most teams should use a frontier API and move on. There are specific situations where alternative architectures matter: extreme latency, long-context scale, cost walls, privacy constraints. The decision framework.

EngineeringRead more →
Trading Speed for Quality: A Practical Guide to Inference-Time ScalingTrading Speed for Quality: A Practical Guide to Inference-Time Scaling
October 17, 2024

Trading Speed for Quality: A Practical Guide to Inference-Time Scaling

Inference-time scaling lets you tune the latency-quality tradeoff at runtime instead of at training time. When to use Best-of-N sampling, beam search, iterative refinement, or one-shot generation, with real examples from clinical AI.

EngineeringRead more →

Clint Johnson

I build stuff for healthcare companies. Sometimes it works, sometimes I learn something. Always caffeinated, usually in Nashville.

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