{
  "title": "Daily Research Brief 2026-07-05",
  "url": "/en/posts/research-brief-2026-07-05/",
  "permalink": "https://hackcv.com/en/posts/research-brief-2026-07-05/",
  "date": "2026-07-05",
  "lastmod": "2026-07-05",
  "author": "",
  "description": "Daily research brief — AI / LLM / Agent / Computer Vision / Audio-Video / Engineering",
  "categories": ["Research Brief"],
  "tags": ["AI","LLM","Agent","Computer Vision","Audio-Video","Engineering","Daily Brief"],
  "cover": "https://picsum.photos/seed/daily-research-brief-2026-07-05/1200/675",
  "readingTime": 1,
  "wordCount": 161,
  "content": "\u003ch1 id=\"daily-research-brief-2026-07-05\"\u003eDaily Research Brief 2026-07-05\u003c/h1\u003e\n\u003cp\u003e📊 Token usage: estimated from retrieval and writing scale.\u003c/p\u003e\n\u003cp\u003eCovers the latest AI research, open source and industry moves, updated daily.\u003c/p\u003e\n\u003chr\u003e\n\u003ch2 id=\"editors-note\"\u003eEditor\u0026rsquo;s Note\u003c/h2\u003e\n\u003cp\u003eGitHub Copilot integrated open-source Kimi K2.7 Code for the first time — Chinese models entering the international mainstream; the industry logic is shifting from a compute arms race to fine-grained operations. On the paper side: multimodal search agents, chain-of-thought under limited supervision, failure-aware robot recovery and rare-disease medical reasoning.\u003c/p\u003e\n\u003ch2 id=\"1-latest-arxiv-papers\"\u003e1. Latest arXiv Papers\u003c/h2\u003e\n\u003col\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eSimpleSearch-VL: An Efficient Multimodal Search Agent Framework\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2606.31504\"\u003ehttps://arxiv.org/abs/2606.31504\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eOPINE-World: Interactive Exploratory Procedural World Modeling with Ontology-Error Priority\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.01531\"\u003ehttps://arxiv.org/abs/2607.01531\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eSemi-Supervised Chain-of-Thought Learning: Re-Estimating Reasoning under Limited Supervision\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.01511\"\u003ehttps://arxiv.org/abs/2607.01511\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eVIDEO-MME-LOGICAL: A Benchmark for Temporal Logical Reasoning in Video\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2606.27828\"\u003ehttps://arxiv.org/abs/2606.27828\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eFAR: Failure-Aware Retry Lets Robots Recover Autonomously from Failures\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.01111\"\u003ehttps://arxiv.org/abs/2607.01111\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eBayesian Uncertainty Propagation for Agentic RAG Pipelines\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.00972\"\u003ehttps://arxiv.org/abs/2607.00972\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eRareDxR1: An Autonomous Medical Reasoning System for Rare Diseases\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.00147\"\u003ehttps://arxiv.org/abs/2607.00147\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eProgram-as-Weights: A Programming Paradigm for Fuzzy Functions\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.02512\"\u003ehttps://arxiv.org/abs/2607.02512\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n",
  "summary": "Daily Research Brief 2026-07-05 📊 Token usage: estimated from retrieval and writing scale.\nCovers the latest AI research, open source and industry moves, updated daily.\nEditor\u0026rsquo;s Note GitHub Copilot integrated open-source Kimi K2.7 Code for the first time — Chinese models entering the international mainstream; the industry logic is shifting from a compute arms race to fine-grained operations. On the paper side: multimodal search agents, chain-of-thought under limited supervision, failure-aware robot recovery and rare-disease medical reasoning.\n"
}