Turbo Quant : Visual Essay Series
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Agents : Architecture and Design
The term “agent” can have multiple interpretations. Some define agents as fully autonomous systems that operate independently over extended periods, leveraging various tools to complete complex tasks. Others use the term to refer to more structured i...
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Agents : Memory
Implementing Long-Term Memory in AI Agents (Semantic, Episodic, Procedural) with LangMem AI agents powered by large language models (LLMs) can appear more intelligent and personalized when they remember information over time. By equipping agents with...
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DeepGEMM: Clean and Efficient FP8 GEMM Library
Introduction DeepGEMM is a clean and efficient FP8 General Matrix Multiplication (GEMM) library with fine-grained scaling, released by DeepSeek as part of their "Open Source Week" in February 2025. It supports both normal dense GEMMs and Mixture-of-E...
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Understanding Load Balancing and Expert Parallelism in AI Models
Expert Parallelism Load Balancer (EPLB) In the world of AI and deep learning, managing the computational load efficiently is a critical task. Models, especially large-scale ones like those used in Natural Language Processing (NLP) or computer vision,...
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