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SmartSSD based KV caching - offloading all the memory bound parts of KV caching

BACKGROUND
3 SIGNALSFIRST DETECTED 13 April 2026
Narrative synthesis pending — 3 signals collected.
How the story developed
7 Sept
KV cache as an agent runtime [R]
OPINION · WHAT · MachineLearning
20 Aug
Is KV Cache in a high dimensional vector space? [D]
OPINION · WHAT · MachineLearning
Other feeds and industry voices
27 Apr
Alignment Makes Models More Decisive Without Making Them More Truthful

<!-- SC_OFF --><div class="md"><p>&#x200b;</p> <p>## Abstract</p> <p>Post-training makes language models more decisive without necessarily making them more accurate — and we find

OPINION · HOW · ArtificialInteligenceOPEN STORY
26 Mar
Meta AI Releases TRIBE v2 a Model Capable of Predicting Brain Responses to a Various Conditions

<!-- SC_OFF --><div class="md"><p>Link to the paper:</p> <p><a

OPINION · WHAT · singularityOPEN 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
27 Mar
RYS Part 3: LLMs think in geometry, not language — new results across 4 models, including code and math

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s59rct/rys_part_3_llms_think_in_geometry_not_language/"> <img alt="RYS Part 3: LLMs think in geometry, not

OPINION · WHAT · LocalLLaMAOPEN STORY
10 Apr
How are you handling KV cache memory pressure in production? HBM keeps filling up

<!-- SC_OFF --><div class="md"><p>Running Llama-3-70B with long contexts and hitting HBM limits constantly. 128K context burns approx 40GB just for KV cache — half the H100 gone

OPINION · HOW · LocalLLaMAOPEN STORY
2 Oct
10,000 Agents, a Millennium Prize, and Models That Learn to Lie: Noam Brown's Most Alarming Insights

<!-- SC_OFF --><div class="md"><p><strong>Noam Brown</strong> — OpenAI Research Scientist and co-creator of o1, Libratus, and Cicero — sat down with Dwarkesh Patel for a 1h 20m

OPINION · WHAT · ChatGPTOPEN STORY
2 Apr
benchmarked 20+ Ollama coding models on everything from 4GB to 24GB VRAM , here are the best picks for 2026

<!-- SC_OFF --><div class="md"><p>After burning way too much money on GPT-4 API calls, I finally went all-in on local models with Ollama. The progress in 2026 is insane

OPINION · WHAT · ArtificialInteligenceOPEN STORY
11 May
I solved kv-cache

<!-- SC_OFF --><div class="md"><p><a href="https://github.com/CrewRiz/catalyst-kv-cache">https://github.com/CrewRiz/catalyst-kv-cache</a></p> <p>I've made available a kv-cache

OPINION · WHAT · singularityOPEN STORY
Sources
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