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MiniMax M3.1 Flash: What 70% Cost Cuts Mean for Agentic AI
MiniMax's new Flash model cuts inference costs by 70% while matching top-tier performance on coding and computer use tasks. What this means for your stack.
Calibrating Language Models: Why Confidence Scores Lie
How to detect and fix overconfident AI models using temperature scaling. A practical guide to making model probabilities actually meaningful.
Why I Built Laya: Open-Source System 1 for Real Production Speed
Sub-35ms open-weight decision engine with multilingual routing and honest calibration. How I rebuilt what frontier labs closed.
Hugging Face and Cerebras Build Real-Time Voice AI
Hugging Face and Cerebras combine open-source LLMs with fast inference to deliver low-latency speech-to-speech AI pipelines for developers.
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