Knowledge you can apply
Daily bookmarks: relevant news, facts and discoveries.
Published on September 15, 2025, the report describes REFRAG, a method that replaces most retrieved tokens with precomputed, reusable chunk embeddings. The post reports speed and context gains.
Read articlePublished on September 15, 2025, the summary describes a streaming speech synthesis system for long, contextual dialogue, using 12.5 Hz speech tokens and a dual-transformer architecture.
Read articlePublished on September 13, 2025, this entry presents a Cornell GPU architecture workshop as a starting point for learning about GPUs and highlights architectural differences from CPUs.
Read articleA paper dated September 9, 2025 describes autonomous agents for deep research using web search, browsing, Python, and summaries of earlier results when context is limited.
Read articleA September 7, 2025 entry describes Universal Deep Research as a system that turns natural-language research strategies into executable functions using search and an interchangeable language model.
Read articlePublished on August 17, 2025, the article presents an example of developing a SIMD algorithm from scratch, focused on Base64.
Read articleIn a publication dated August 15, 2025, Tencent researchers proposed RLVMR, a method combining outcome rewards with supervision of agent steps. The text reports 83.6% on the hardest unseen tasks in ALFWorld and ScienceWorld for a 7B agent.
Read articlePublished on August 14, 2025, this briefing presents a curated list of surveys, papers, benchmarks, and open-source projects on graph-based retrieval-augmented generation.
Read articleA post published on August 12, 2025 describes a method that plans a DAG for each query, retrieves evidence in sequence, and updates an incremental summary. It says the method outperformed GraphRAG systems on three multi-hop QA datasets.
Read articleResearchers from Peking University, ByteDance Seed, and HKU present a training approach for software engineering tasks. The SWE-Swiss-32B model, with 32 billion parameters, scored 60.2% on SWE-bench Verified, according to the authors.
Read articlePublished on August 11, 2025, the Maix4-HAT for Raspberry Pi 5 combines an AXera AX650N NPU and 8 GB of LPDDR4x RAM to accelerate Transformer models at the edge.
Read articleA publication from Renmin University of China and Huawei covers memory design, evaluation, applications, limitations, and future directions for LLM-based agents.
Read articlePublished on August 10, 2025, the post presents Zerox, an open-source OCR and document extraction project that uses a schema to retrieve specific information without converting the entire document to Markdown.
Read articlePublished on August 7, 2025, this item describes a kit with ESP32-S3 boards and sensors paired with a free machine learning systems book and hands-on lessons.
Read articlePublished on August 6, 2025, Modal’s example presents a deployment of a streaming audio transcription service using Kyutai STT.
Read articleThe Mirage Persistent Kernel compiler turns LLMs into optimized megakernels. The publication says the approach reduces latency by 1.2–6.7×.
Read articlePublished on June 4, 2025, StorageReview’s review examines the Ubiquiti Dream Router 7 gateway and its features for homes and small and midsize businesses.
Read articlePublished on April 20, 2025, the entry describes DocEx, an APT emulation tool for exfiltrating office files and PDFs to assess security defenses.
Read articleA three-part series on Chrome internals and browser exploitation; part one introduces V8 and JavaScript internals.
Read articlePublished on April 19, 2025, the material describes a two-part series on evading Windows Defender, including lab setup, direct syscalls, and XOR. Part one provides basic code for experimentation.
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