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  • October 8, 2026 · x.com

    LMCache reuses KV cache across GPU, CPU and disk

    On January 30, 2026, the description of the open-source LMCache project presented an LLM-serving extension that reuses KV states across GPUs, CPUs and local disks, including repeated text chunks beyond prefixes.

  • October 8, 2026 · x.com

    LoRA as memory: evaluating data and rank

    A post dated March 4, 2026 summarizes a study of how knowledge memory stored by LoRA scales and saturates with rank. QA and summaries produced more memory per token than raw passages.

  • October 8, 2026 · arxiv.org

    LoRA as knowledge memory: limits to evaluate

    Published on March 3, 2026, the paper analyzes LoRA adapters for updating language-model knowledge and examines capacity limits, modular scaling, and interference when merging modules.

  • October 8, 2026 · alphaxiv.org

    LoRA for RLVR: averaging specialists beats gating in reported tests

    A paper dated January 3, 2026, examines practical PEFT strategies for multi-domain RLVR and reports interference during joint training. In the experiments described, averaging specialist LoRA weights and continuing training outperformed the tested gating method.

  • October 8, 2026 · github.com

    Lucebox explores speculative inference on consumer GPUs

    Published on May 9, 2026, the post presents Lucebox, a speculative inference server for heterogeneous hardware, and reports that Qwen3.6-27B reaches 120–200 tokens per second on an RTX 3090.

  • October 8, 2026 · arxiv.org

    Mamba-3 proposes fixed-state sequence modeling

    Published on May 7, 2026, the post describes a non-Transformer language architecture that compresses context into a fixed-size state and claims decoding time constant with respect to sequence length.

  • October 8, 2026 · intel.com

    Intel manuals detail 64-bit and IA-32 architectures

    Published on December 25, 2025, Intel's official manuals describe the Intel 64 and IA-32 architectures and programming environment as a primary reference for low-level engineering.

  • October 8, 2026 · arxiv.org

    MegaRAG proposes multimodal graphs for RAG

    Published on December 25, 2025, the paper describes a method that automatically builds knowledge graphs from visual documents to support retrieval and cross-modal reasoning.

  • October 8, 2026 · github.com

    GRPO improvements in a PyTorch notebook

    A notebook published on February 15, 2026 analyzes improvements to a GRPO implementation, including constrained policy ratios, a KL term, and format rewards.

  • October 8, 2026 · arxiv.org

    Layered memory for long-horizon research agents

    A post dated April 19, 2026 describes ML-Master 2.0’s Hierarchical Cognitive Caching, with short-, medium-, and long-term memory, and reports a 56.44% medal rate on MLE-Bench after a 24-hour run.

  • October 8, 2026 · nature.com

    Meta-learning proposes update rules for reinforcement learning

    Published on October 24, 2025, the article presents DiscoRL, a method that learns reinforcement learning update rules across agents and environments and reports leading results on benchmarks including Atari and ProcGen.

  • October 8, 2026 · aweers.de

    RL methods for reasoning models

    An article published on March 16, 2026, surveys reinforcement learning methods used with language models and offers engineering teams a starting point for comparison.

  • October 8, 2026 · github.com

    microGPT in C explores low-level optimizations

    Published on May 3, 2026, the repository presents a dependency-free implementation of microGPT in plain C, using AVX2 intrinsics, fixed-width dot-product kernels, and a fast approximation of the exponential function.

  • October 8, 2026 · arxiv.org

    MoDA connects attention across LLM layers

    Published on April 19, 2026, the paper presents MoDA, a mechanism combining key-value pairs from the current layer with information from earlier layers.

  • October 8, 2026 · huggingface.co

    OCR model expands document-understanding tasks

    In a post published on November 25, 2025, Tencent introduced a document-understanding model with 1 billion parameters for parsing, visual question answering, and translation.

  • October 8, 2026 · arxiv.org

    Masked diffusion models and token order

    An ICML 2025 paper examines why masked diffusion models underperform on generation benchmarks and identifies challenges in training with subsets of tokens.

  • October 8, 2026 · research.swtch.com

    Memory models and software concurrency

    In an article published on March 1, 2026, Russ Cox introduces hardware memory models as the first topic in a series about memory models.

  • October 8, 2026 · research.swtch.com

    Memory models and concurrent programs

    On March 1, 2026, Russ Cox published Part 2 of a series on memory models, focusing on programming language memory models and their relevance to understanding concurrent programs.

  • October 8, 2026 · x.com

    Looped models: scaling and practical evaluation

    An article dated October 30, 2025 reports training looped language models with 2.6 billion parameters and more than 7 trillion tokens, with performance comparable to models two to three times larger.

  • October 8, 2026 · x.com

    Modernizing C++ with clear safety criteria

    Published on February 27, 2026, the publication recommends a book by four authors on when to adopt or avoid modern C++ features—a starting point for reviewing engineering standards.

  • October 8, 2026 · theverge.com

    Dell's 52-inch 6K monitor can display four PCs

    In an article published on January 6, 2026, Dell announced a 52-inch 6K monitor with two HDMI 2.1 ports and two DisplayPort 1.4 ports, capable of displaying four PCs simultaneously.

  • October 8, 2026 · github.com

    Keyword monitoring on .onion sites

    On February 26, 2026, the publication described a repository for scanning keywords on .onion sites, with a stated focus on threat intelligence and brand monitoring.

  • October 8, 2026 · mrav-playground.popovicu.com

    Mrav lets users explore a custom CPU in the browser

    Published on December 30, 2025, the Mrav project presents a custom CPU architecture and core with a browser playground for writing and running assembly and tracking registers in real time.

  • October 8, 2026 · x.com

    MTEB v2 expands embedding evaluation

    On October 20, 2025, an MTEB team post introduced version 2 of its evaluation suite, with multimodal support, rerankers, and migration guidance.

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