AI News, Research and Tool Reviews
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Poolside engineers use the $3B coding model to automate software development
Poolside utilizes its Laguna model family, including the 3B parameter XS 2.1, to automate software engineering tasks. The company reached a $3 billion valuation following a $500 million…
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Character consistency and production workflows define AI video in 2026
AI video production in 2026 focuses on character consistency through LoRA training and synchronized audio-visual generation. The global AI video market has…
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Thermal failures in the age of high-density AI
A voltage transient in the europe-west4-a data hall caused a chiller controller to fail, leading to a 14-hour disruption for 24 private…
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Implementing Mistral AI Le Chat Enterprise
Mistral AI has rebranded Le Chat as Vibe, offering a unified platform for enterprise productivity and software development. The rollout features Mistral…
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The researchers behind DeepSeek-V4’s open-source reasoning
DeepSeek released its V4 model family, featuring a 1.6 trillion parameter V4-Pro variant. Built on Huawei Ascend 950PR chips, the architecture uses…
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Cerebras WSE-3 dominance in defense AI procurement
Cerebras WSE-3 offers a massive memory bandwidth advantage of 21 petabytes per second, outperforming Nvidia H100 by 7,000 times. This wafer-scale architecture…
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Anthropic’s revenue growth and the accounting gap explained
Anthropic’s annualized revenue reached $65 billion, driven largely by Claude Code and a massive surge in enterprise customers. The company’s lead over…
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What AI Revenue Multiples Actually Measure
The same headline revenue can mean very different economics once the inference bill is taken out. The questions that separate similar-looking companies.
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Memory Bandwidth, Not FLOPs, Is What Limits LLM Inference
Accelerators are sold on peak FLOPs, but token generation is bound by how fast weights move out of memory. What to actually…
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