Self-hosting an open-source LLM in production costs roughly $150,000 to $2 million or more per year...
The Cost of Self-Hosting Open-Source LLMs: GPUs, Staffing, and Operations
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Google AI Classroom Part 2: Zero-Egress Browser Edge AI Investigator — Running Gemma 4 E2B, MediaPipe 3D Face Mesh & LiteRT Whisper in Web Workers
Author: Cyrus Wong (黃俊彥) — Google Developer Expert - Cloud (AI), Senior Lecturer at HKIIT ...
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How to Test an LLM When Pass/Fail Doesn't Work: A Practical Guide to AI Evaluation
A practical toolkit for evaluating LLM features: golden datasets, scored metrics, safety tests, CI gates, and production monitoring.