It’s no secret that 2025 has given Americans plenty to protest about. But as news cameras showed protesters filling streets of cities across the country, law enforcement officers—including U.S. Border Patrol agents—were quietly watching those same streets through different lenses: Flock Safety automated license plate readers (ALPRs) that tracked every passing car.  Through an analysis of 10 months of nationwide searches on Flock Safety’s servers, we discovered that more than 50 federal, state, and local agencies ran hundreds […]

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Process knowledge is hard to measure because it exists mostly in people’s heads and the pattern of their relationships to other technical workers. We tend to refer to these intangibles as know-how, institutional memory, or tacit knowledge. They are embodied by an experienced workforce like Shenzhen’s. There, someone might work at an iPhone plant one year, for a rival phone maker the next, and then start a drone company… Shenzhen is a community of engineering practice where factory […]

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Reducing total cost of ownership (TCO) is a topic familiar to all enterprise executives and stakeholders. Here, I discuss optimization strategies in the context of AI adoption. Whether you build in-house solutions, or purchase products from AI vendors. The focus is on LLM products, featuring new trends in Enterprise AI to boost ROI. Besides the technological aspects, I also discuss the human aspects. I discussed the topic at a recent webinar. You can watch the recording, here. What is […]

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Clark Neily Eighty-three people are dead. So far this fall, US military forces have struck 22 suspected drug-trafficking vessels in the Caribbean, killing dozens in what the Trump administration claims is a lawful counter-narcotics operation. The most controversial incident involved a September 2 “double-tap” strike: After missiles destroyed a boat and killed most of its crew, US forces fired again on the shipwrecked survivors. When pressed to explain the legal basis for killing people already incapacitated in the […]

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How to upgrade and optimize legacy AI/ML models The post On the Challenge of Converting TensorFlow Models to PyTorch appeared first on Towards Data Science.

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Home Table of Contents KV Cache Optimization via Multi-Head Latent Attention Recap of KV Cache The Need for KV Cache Optimization Multi-Head Latent Attention (MLA) Low-Rank KV Projection Up-Projection Decoupled Rotary Position Embeddings (RoPE) RoPE in Standard MHA Challenges in MLA: The Need for Decoupling PyTorch Implementation of Multi-Head Latent Attention Multi-Head Latent Attention Toy Transformer and Inference Experiments and Analysis Summary Citation Information KV Cache Optimization via Multi-Head Latent Attention Transformer-based language models have long relied on […]

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Clark Packard and Stan Veuger The U.S. Supreme Court is expected to soon come to a decision in Learning Resources v. Trump, the case that will determine whether the tariffs that the second Trump administration has imposed under the International Emergency Economic Powers Act (IEEPA) pass statutory and constitutional muster. If President Donald Trump’s signature economic policy is struck down, the consequences will be significant: The administration may have to refund the roughly $100 billion in taxes that […]

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