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November 2025

How to Save $150K/Year Self-Hosting LLMs
Self-hosting LLMs saves $150,000 per year at scale. But going production-ready the wrong way burns that savings fast. Learn the deployment strategies…
 • The Machine Learning Pivot
Self-Hosting LLMs with vLLM
When It Makes Sense and How to Do It Right
 • The Machine Learning Pivot
Testing Your LLM Applications (Without Going Broke)
Traditional software is deterministic. Same input, same output, every time. LLMs? Non-deterministic by design. Same input, different output. Even with…
 • The Machine Learning Pivot
Stop Guessing What Your LLM Returns
Treating Prompts Like Code with BAML
 • The Machine Learning Pivot
The Six Problems Hiding in Your LLM Notebook Code
Right now, there's probably a data scientist waking up to a $3,000 OpenAI bill because a bot found their exposed API key and has been hammering GPT-4…
 • The Machine Learning Pivot
Random Sampling Is Sabotaging Your Models!
Using Diversity for Better Data Selection
 • The Machine Learning Pivot
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