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Is DeepSeek V4.1-Flash’s SWA replay a free lunch, or does recall drop when the l

BACKGROUND
1 SIGNALFIRST DETECTED 10 September 2026
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13 Apr
SmartSSD based KV caching - offloading all the memory bound parts of KV caching to an FPGA + Flash memory for significant memory and performance gains

<!-- 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

OPINION · WHAT · LocalLLaMAOPEN STORY
20 Oct
DeepSeek Open-Sourced the Engine Behind Its API. It Ships Without a KV Cache System

<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

REPORT · WHAT · Dev.toOPEN STORY
9 May
DeepSeek V4 paper full version is out, FP4 QAT details and stability tricks [D]

<!-- 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

OPINION · WHEN · MachineLearningOPEN STORY
6 May
2.5x faster inference with Qwen 3.6 27B using MTP - Finally a viable option for local agentic coding - 262k context on 48GB - Fixed chat template - Drop-in OpenAI and Anthropic API endpoints

<!-- 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

OPINION · HOW · LocalLLaMAOPEN STORY
15 May
DeepSeek R2 just went open-source and it's matching GPT-4o on 9 of 12 benchmarks — for literally $0 in API costs

<!-- 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 />

OPINION · WHAT · ArtificialInteligenceOPEN STORY
25 Apr
DeepSeek V4 is out. 1.6 trillion parameters. MIT license. $1.74 per million tokens. The gap between US and Chinese AI strategy has never been more visible.

<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

OPINION · WHAT · singularityOPEN STORY
10 Sept
Livebench added Deepseek v4.1 flash

<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"

OPINION · WHAT · LocalLLaMAOPEN STORY
24 Mar
ANN recall vs its actual relevance in RAG - how to properly debug?

<!-- 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>

OPINION · HOW · LocalLLaMAOPEN STORY
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