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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

SIGNIFICANT · X — Together (inference / OSS) Norsk(NO) · 4h · [2 sources]

DSV4 blog: https://t.co/T1mlIq1yrZ

Together AI has released DeepSeek V4 Pro, an open-source model featuring a significantly different KV cache architecture compared to previous DeepSeek models. This new architecture incorporates sliding window attention, an indexer, and compression states to enhance cache reuse. To optimize performance, Together AI implemented fused attention setup kernels, faster sparse attention kernels, improved kernel overlap, and graph-level optimizations. AI

IMPACT This release introduces architectural innovations in KV caching, potentially influencing future model development and optimization strategies.
COMMENTARY · r/LocalLLaMA English(EN) · 3w

Upgrade path from 4x 3090s

A user on r/LocalLLaMA is seeking advice on upgrading their hardware setup from four NVIDIA 3090 GPUs. They are currently running the Qwen 3.6 27B model and are considering options like an eight-GPU 3090 configuration or an RTX B5000, weighing VRAM capacity and cost-effectiveness. The user is interested in hosting more advanced models and understanding if hardware tiers like 192GB VRAM are being targeted by model providers for future releases. AI

IMPACT Users are exploring hardware configurations to run more advanced local LLMs.