Tagged "long-context"
7 articles tagged long-context, 11 February 2026 to 30 August 2026. Newest first.
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Efficient Decode Context Parallelism with vLLM for Long Context Workloads
vLLM introduces decode context parallelism technique to handle long-context inference efficiently, reducing memory overhead and latency for local deployments processing large documents and extended conversations.
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Liquid AI LFM2.5-2.6B: Open-Weights Agentic Model With 128K Context and Tool Calling
Liquid AI releases an open-weights agentic model optimized for on-device deployment with 128K context window, tool calling capabilities, and support for extremely low-resource edge hardware.
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LFM2.5-2.6B: On-Device Agentic Model With 128K Context and Tool Calling
Detailed technical analysis of Liquid AI's LFM2.5-2.6B with open weights, demonstrating how 128K context and tool-calling capabilities are achievable in a 2.6B parameter model optimized for local inference.
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Exploiting Sparsity for Long Context Inference: Million Token on Commodity GPUs
A new technique enables million-token context windows on standard consumer GPUs by leveraging sparsity optimizations. This breakthrough makes long-context LLM inference practical and affordable for self-hosted deployments.
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LongCat-2.0 Released
LongCat-2.0 represents an advancement in handling long-context sequences locally. While limited details are available, this release is relevant to local LLM practitioners seeking models optimized for extended context windows on consumer hardware.
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AI Memory Systems Show Critical Limitations: 95% Error Rate in Key Benchmarks
Research unveiled severe memory retention failures in AI systems, with error rates reaching 95%, highlighting critical challenges for long-context local LLM deployments requiring persistent memory.
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DeepSeek Launches Model Update with 1M Context Window
DeepSeek has updated their model to support 1 million token context windows with a knowledge cutoff of May 2025, currently in grayscale testing phase with potential for local deployment.