Tag: scaling laws

Choosing Model Families for Scalable LLM Programs: Practical Guidance
Choosing Model Families for Scalable LLM Programs: Practical Guidance

Tamara Weed, Sep, 12 2026

Struggling to pick the right LLM? Learn how to choose between GPT, Claude, Gemini, and Llama based on cost, scale, and specific use cases. Practical guidance for building scalable AI programs in 2026.

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Total Cost of Ownership Models for Scaling Large Language Models
Total Cost of Ownership Models for Scaling Large Language Models

Tamara Weed, Jun, 12 2026

Explore the true Total Cost of Ownership (TCO) for scaling Large Language Models. We break down hidden costs, GPU expenses, and scaling laws to help you build a realistic AI budget.

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Scaling Laws in Practice: When to Stop Training Large Language Models
Scaling Laws in Practice: When to Stop Training Large Language Models

Tamara Weed, Apr, 30 2026

Stop wasting compute. Learn when to move past Chinchilla optimality and enter the overtraining regime to balance training costs with inference performance.

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