AI News, Research and Tool Reviews
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Common mistakes with SambaNova SN40L RDU memory and PyTorch DDP
SambaNova SN40L RDUs use a three-tier memory system and streaming dataflow to achieve 688 FP16 Tflop/s for training. Developers must avoid placing static weights in HBM and ensure…
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Anthropic’s $47B Run Rate and Amazon’s $8B Stake
Anthropic’s annualized revenue hit $47 billion in May 2026, surpassing OpenAI’s revised $50 billion estimate. The company’s S-1 filing shows 47% of…
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SambaNova vs Groq: Enterprise LLM Inference at Scale
SambaNova hosts the 405-billion-parameter Llama-3.1 model at over 100 tokens per second, a capacity Groq cannot match due to its 230 MB…
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Poolside autonomous coding agent and enterprise deployment strategy
Poolside’s autonomous coding agent analyzes full repositories to generate code with over 95% accuracy, reducing manual effort. Enterprise deployment uses a per-seat…
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Why Modular’s MAX Engine matters now for PyTorch 2.6 and production inference
Qualcomm’s acquisition of Modular secures the MAX engine, which enables unified GPU and TPU deployment without code rewrites. The platform integrates with…
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Harvey’s $15.5B Valuation and OpenAI Enterprise Partnership
Harvey raised $550 million at a $15.5 billion valuation, claiming use by 80 percent of Am Law 100 firms. The company partners…
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Cognizant and Cognition partner to scale Devin for enterprise debugging
Cognizant and Cognition announced a January 2026 partnership to integrate Devin and Windsurf into the Flowsource platform for enterprise software engineering.
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Safe Superintelligence vs Anthropic: which AI safety approach comes out ahead
Anthropic’s IPO filings reveal a strategy prioritizing legal containment over technical prevention, with valuations up to $2 trillion.
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Character.AI Bankruptcy and Google Cloud Integration
Character Technologies filed for Chapter 11 bankruptcy after spending $56.1 million on compute while peak revenue hit only $5.3 million. The company…