Survey maps self-evolving coding agents
A survey analyzes 108 systems that learn from software development interactions and use those experiences to change memory, workflows, tools, or model parameters.
Read articleKnowledge you can apply
Radar
Daily bookmarks: relevant news, facts and discoveries.
Argus reports 78% on SWE-Bench Pro with a verified runtime
Published on August 8, 2026, the account describes Argus, a runtime for long-horizon agentic tasks, and reports 78% on SWE-Bench Pro versus 59% for Direct Copilot.
Read articlelibuv guide: event loops and asynchronous code
Published on August 8, 2026, the guide introduces the libuv event loop, notes conceptual similarities with other systems, and explains its usefulness for analyzing asynchronous code in C and C++.
Read articleSemantica proposes graph-native infrastructure for agents
Published on August 8, 2026, the item presents Semantica, an open-source project that turns data into knowledge graphs and records agent decisions for later tracing.
Read articlePractical attacks on 4G/LTE privacy and availability
A 2015 article examines practical attacks on privacy and availability in 4G/LTE mobile communications, a topic relevant to engineers assessing mobile network risks.
Read articleOstris AI Toolkit Adds LoRA Training for MiniMax H3
The toolkit now supports LoRA training for MiniMax H3, initially limited to text-to-video and image-to-video. The announcement says it uses quantized Comfy weights.
Read articleSearchable reference for MSLK kernels and APIs
Published on August 2, 2026, the bookmark describes a searchable MSLK reference covering kernels, APIs, and developer utilities, created with agents, according to its author.
Read articleTransformers, attention and computational costs
An article published on August 2, 2026 explains the applied mathematics behind Transformers and attention mechanisms, including methods aimed at reducing computation and memory costs.
Read articleStudy links safety tuning to mind attribution
A publication dated August 1, 2026 reports that safety adjustments about consciousness also reduced mind attribution to other entities in three models; mechanistic interventions reportedly restored these tendencies.
Read articlePR configures checkpoint 0731 on two DGX Sparks
A change updates the default checkpoint to model version 0731 and installs its encoder on both ranks in a two-DGX-Spark inference setup.
Read articleGLM-5.2 EXL3 serving profile on four GPUs
A GitHub repository presents a reproducible GLM-5.2 EXL3 MTP3 serving configuration and a thermal profile for four RTX PRO 6000 Blackwell GPUs.
Read articleBuzz publishes NIP-AE memory specification
Published on July 28, 2026, the NIP-AE document specifies Buzz's memory feature. The project says its formal specifications are intended to support implementation and interoperability.
Read articleCatalog collects silent failures in LLM serving
Published on July 28, 2026, a GitHub repository collects serving failures that can go unnoticed and describes symptoms, mechanisms, checks, and fixes.
Read articleChronological readings on Looped Transformers
A reading list covers papers on Universal Transformers, Relaxed Recursive Transformers, Mixture-of-Recursions, and DeepLoop to compare recurrent computation and parameter sharing.
Read articleRadar: OCR test announced
A July 25, 2026 post reports adding Baidu Unlimited OCR to mlx-vlm and plans to evaluate it with an OCR benchmark.
Read articleDevice-code phishing is not Wi-Fi-specific
Published on July 25, 2026, the post warns that device-code authentication phishing can occur over Ethernet or the internet, not only on Wi-Fi networks.
Read articleA first-principles guide to JEPA's SIGReg
A publication dated July 24, 2026 presents a guide to mathematical concepts and a functional training loop related to JEPA's SIGReg.
Read articleC++ reflection and access to private data
Published on July 23, 2026, the example uses C++ reflection with an unchecked access context to increment Foo's non-static data members, including the private field secret, and print the result.
Read articleThe Stack v3 gathers 5 trillion code tokens
Published on July 23, 2026, the announcement describes a dataset with about 5 trillion tokens across 713 languages and 224 million repositories, collected through August 2025.
Read articleThe Stack v3 brings 5 trillion code tokens
Published on July 23, 2026, the announcement describes an open dataset with about 5 trillion tokens of deduplicated and filtered source code across 713 languages. The post says code under restrictive licenses is excluded.
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