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What a Kernel Is, and Why Everyone Is Writing New Ones

 Towards AI

A kernel is one small program that runs on the GPU. FlashAttention, Triton and FlashInfer are all names in this layer, and all of them exist for the same reason: the arithmetic was never the expensiv...

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Eval-Driven Development: A Software Engineering Approach to Production-Grade AI Agents

 Towards AI

How to turn production traces into a continuous improvement loop using Pydantic AI, OpenTelemetry, Grafana Tempo, SeaweedFS, and… Continue reading on Towards AI

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Stop Using LLMs for Everything: Content Understanding (Read OCR) vs LLM Extraction — A Practical…

 Towards AI

What 80 documents taught me about cost, latency, hallucination, and picking the right tool for document processing. Continue reading on Towards AI

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