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#Mlops

3 articles on Mlops — news, releases, guides and analysis from the SourceFeed engine.

The Real Cost of the Open-Weight Price Collapse

Why the 50x price gap between open-weight APIs and frontier models is rewriting the build-versus-buy playbook for developers.

Priya Nair

Serve an Open-Source LLM at Scale with vLLM on a Rented GPU Instance

Go from a bare cloud VM to a production-ready, OpenAI-compatible inference server in under an hour, using vLLM's continuous batching to hit thousands of output tokens per second on a single GPU.

Tutorial · 6d ago0

Build an LLM-as-Judge Eval Pipeline in Python

Ship a repeatable scoring harness that sends model outputs to a GPT-4o judge and tracks accuracy, relevance, and safety scores across releases—so you catch regressions before users do.

Tutorial · 2w ago0