AI News, Research and Tool Reviews
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Getting Started with Together AI’s Serverless Inference and Fine-Tuning
Together AI offers serverless inference at model maker list prices, prioritizing speed over cost. DeepSeek V4.1 Flash responded in 0.76 seconds, significantly faster than competitors. The platform supports…
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Crusoe Energy’s $30.9B valuation and flared-gas data center expansion
Crusoe Energy Systems raised $3.9 billion at a $30.9 billion valuation to expand its flared-gas data centers. The company has a 40-gigawatt…
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Databricks $10B Series J and AI Revenue Growth
Databricks reached a $5.4 billion annualized revenue run-rate with $1.4 billion from AI products, maintaining over 80% gross margins. The company’s valuation…
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Lighter’s zk-perp exchange architecture and $232B monthly volume
Lighter, a decentralized perpetual futures exchange, processes tens of thousands of orders per second using Plonky2 circuits. The platform reached nearly $232…
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Replicate vs Baseten: Production ML Deployment
Baseten charges roughly $6.50 per hour for H100 GPUs, favoring steady-state workloads with strict CI/CD governance. Replicate uses per-second billing and Cloudflare…
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Cerebras Systems history from wafer-scale startup to AI training challenger
Cerebras Systems evolved from a 2015 startup into a major AI hardware provider by developing wafer-scale processors. The company raised $5.55 billion…
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Scale AI Defense Revenue and Army MAVEN Drone Contracts
Scale AI supports the U.S. Army’s MAVEN drone program by providing high-quality training data for robotic foundation models.
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Getting Started with Tenstorrent Wormhole n150
The Tenstorrent Wormhole n150 PCIe card uses the tt CLI to manage drivers and the TT-Metalium SDK. It supports serving LLMs via…
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Why Lightmatter’s photonic interconnect matters now for AI data centers
Lightmatter’s photonic interconnects replace copper cables with light to solve electrical signal degradation in large AI clusters.



