{
  "title": "Daily Research Brief 2026-08-04",
  "url": "/en/posts/research-brief-2026-08-04/",
  "permalink": "https://hackcv.com/en/posts/research-brief-2026-08-04/",
  "date": "2026-08-04",
  "lastmod": "2026-08-04",
  "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-2026-08-04/1200/675",
  "readingTime": 1,
  "wordCount": 190,
  "content": "\u003ch1 id=\"daily-research-brief-2026-08-04\"\u003eDaily Research Brief 2026-08-04\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\u003ePapers and capital gave the two halves of the same answer today. This arXiv batch shares one posture: \u0026lsquo;don\u0026rsquo;t touch model weights, fix the outer ring\u0026rsquo; — context assembly treated as a controlled variable, multi-agent topology adapting at inference time, correction triggered only when confidence drops.\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\u003eStop Shipping AI Agents on Faith: Capability Is Not Production Readiness\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.27677\"\u003ehttps://arxiv.org/abs/2607.27677\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eContext Assembly as the Controlled Variable: A Control-Theoretic View of Harness Policies for Frozen LLM Agents\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.25408\"\u003ehttps://arxiv.org/abs/2607.25408\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eMANTA: Multi-Agent Network Topology Adaptation for Self-Evolving Multi-Agent Systems\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.28527\"\u003ehttps://arxiv.org/abs/2607.28527\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eLong-Horizon Embodied Decision-Making via Multimodal Memory Compression\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2608.01456\"\u003ehttps://arxiv.org/abs/2608.01456\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eRethinking CD: A Reproducibility Study and Extension on the Ineffectiveness of Contrastive Decoding at Mitigating Object Hallucinations in MLLMs\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.25196\"\u003ehttps://arxiv.org/abs/2607.25196\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eCost-Sensitive Conformal Prediction and Human-in-the-Loop Abstention for Imbalanced High-Stakes Decision Support: A Multi-Domain Benchmark\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.27143\"\u003ehttps://arxiv.org/abs/2607.27143\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eSpatialCLI: Learning to Reason With Spatial Tools, Then Without Them\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.27703\"\u003ehttps://arxiv.org/abs/2607.27703\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eAlbilich: Steerable Proof-State Orchestration for LLM-Based Mathematical Research with CAS Integration\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.27705\"\u003ehttps://arxiv.org/abs/2607.27705\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n",
  "summary": "Daily Research Brief 2026-08-04 📊 Token usage: estimated from retrieval and writing scale.\nCovers the latest AI research, open source and industry moves, updated daily.\nEditor\u0026rsquo;s Note Papers and capital gave the two halves of the same answer today. This arXiv batch shares one posture: \u0026lsquo;don\u0026rsquo;t touch model weights, fix the outer ring\u0026rsquo; — context assembly treated as a controlled variable, multi-agent topology adapting at inference time, correction triggered only when confidence drops.\n"
}