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An open-source extension for LLM serving engines – LMCache
It's like a caching layer for large-scale, production LLM inference.
LMCache implements smart KV cache management, reusing key–value states of previously seen text across GPU, CPU and local disk.
It can reuse any…
Signs that NVIDIA takes quantum computing seriously
• CUDA-Q - an open software platform for hybrid quantum-classical programming.
• DGX Quantum - a reference architecture linking quantum control systems directly into AI supercomputers.
• They are opening a dedicated…
8 models of the week to pay attention to
▪️ Ray3 - reasoning video model for studio-grade HDR (Luma AI)
▪️ World Labs Marble - for navigable 3D world
▪️ DeepSeek-V3.1-Terminus
▪️ Grok 4 Fast - reasoning model
▪️ Magistral-Small-2509
▪️ Apertus
▪️ SAIL-VL2
▪️ General Physics…
8 models of the week to pay attention to
▪️ Ray3 - reasoning video model for studio-grade HDR (Luma AI)
▪️ World Labs Marble - for navigable 3D world
▪️ DeepSeek-V3.1-Terminus
▪️ Grok 4 Fast - reasoning model
▪️ Magistral-Small-2509
▪️ Apertus
▪️ SAIL-VL2
▪️ General Physics…
In causal attention, each token attends only to past and present tokens, not future ones
This can limit access to the global context
Causal Attention with Lookahead Keys (CASTLE) from @ByteDance_Seed solves this by updating keys (K) as more tokens are processed.
▪️ These are…
Code generators can write functions, but fail with full repositories.
It's because natural language is ill-suited for software structures.
@Microsoft introduced the Repository Planning Graph (RPG), a blueprint that links abstract project goals to clear code structures:
•…
The freshest must-read research for you:
▪️ MARS2 2025 Challenge on Multimodal Reasoning
▪️ World Modeling with Probabilistic Structure Integration
▪️ Is In-Context Learning Learning?
▪️ ScaleCUA
▪️ UI-S1
▪️ ToolRM
▪️ Improving Context Fidelity via Native Retrieval-Augmented…
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Building Gemini API, Gemma, AI Studio and more AI products. My views
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Researcher in AI, Machine Learning, Robotics, etc.
ACM Turing Award Laureate.
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Studying our past and present to accelerate the decentralized future
Misc thoughts @ https://t.co/sKjldBpnbf
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