<!-- SC_OFF --><div class="md"><p>Apparently you can use a SmartSSD which is basically an FPGA + Flash memory (or in theory cheap ram sticks) to offload/evict your KV cache off
<ul> <li> <strong>Book:</strong> <a href="https://www.amazon.com/dp/B0GX2SQ594" rel="noopener noreferrer">System Design Pocket Guide: Interviews</a> </li> <li> <strong>Also by
<!-- SC_OFF --><div class="md"><p>DeepSeek dropped the full V4 paper this week. preview from april was 58 pages, this version adds a lot of technical depth.</p> <p>What stood out
<!-- SC_OFF --><div class="md"><blockquote> <p><strong>WARNING: wait before download from HF: I just realised my upload of the new versions with the additional fix in the chat
<!-- SC_OFF --><div class="md"><p>The benchmark sheet dropped this morning and people are losing it in the ML community.</p> <p><strong>What DeepSeek R2 scores:</strong><br />
<table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1sux16b/deepseek_v4_is_out_16_trillion_parameters_mit/"> <img alt="DeepSeek V4 is out. 1.6 trillion
<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1wctnzd/livebench_added_deepseek_v41_flash/"> <img alt="Livebench added Deepseek v4.1 flash"
<!-- SC_OFF --><div class="md"><p>I’ve been digging into ANN-based retrieval (HNSW, IVF, etc.) and something keeps showing up once you plug it into a real RAG pipeline.</p>
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