{
  "title": "Daily Research Brief 2026-07-14",
  "url": "/en/posts/research-brief-2026-07-14/",
  "permalink": "https://hackcv.com/en/posts/research-brief-2026-07-14/",
  "date": "2026-07-14",
  "lastmod": "2026-07-14",
  "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-2026-07-14/1200/675",
  "readingTime": 1,
  "wordCount": 200,
  "content": "\u003ch1 id=\"daily-research-brief-2026-07-14\"\u003eDaily Research Brief 2026-07-14\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\u003eToday\u0026rsquo;s main thread: \u0026lsquo;compute sovereignty\u0026rsquo; and \u0026rsquo;trustworthy deployment\u0026rsquo; accelerating in tandem. Eastern DF1000 runs 520 TFLOPS on 14nm with software-defined 3D stacking, SK Hynix ships HBM4 to Vera Rubin, Meta expands Hyperion to $50B — supply-side is heating up from architecture innovation to capacity arms race. The same day the state moved to build an AI safety evaluation system and Meta hastily withdrew Muse Image over privacy disputes — \u0026rsquo;the more capable\u0026hellip;\u0026rsquo;\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\u003eBeyond the Eye (BEE): Efficient Multimodal Reasoning via Self-Regulated Implicit Visual Tools\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.11106\"\u003ehttps://arxiv.org/abs/2607.11106\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eDeepBias: Adaptive In-depth Probing of Social Biases in LVLMs\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.11228\"\u003ehttps://arxiv.org/abs/2607.11228\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eThe Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.11175\"\u003ehttps://arxiv.org/abs/2607.11175\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eHeterogeneous Agent Cohorts for Safe Open-Ended Exploration with Runtime Constraint Memory\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.11226\"\u003ehttps://arxiv.org/abs/2607.11226\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eTowards Predictive, Aligned, and Scalable Robot Learning (Lumo-2)\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.11270\"\u003ehttps://arxiv.org/abs/2607.11270\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eLearning to Navigate Efficiently with Only 0.58M Trainable Parameters\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.11029\"\u003ehttps://arxiv.org/abs/2607.11029\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eUNIBROWSE: A Data-to-Agent Framework for Multimodal BrowseComp\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.10557\"\u003ehttps://arxiv.org/abs/2607.10557\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePanoWorld: Using Panoramic Rotational Equivariance to Solve World Models\u0026rsquo; Long-Horizon Memory Problem\u003c/strong\u003e — \u003ca href=\"https://arxiv.org/abs/2607.09661\"\u003ehttps://arxiv.org/abs/2607.09661\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n",
  "summary": "Daily Research Brief 2026-07-14 📊 Token usage: estimated from retrieval and writing scale.\nCovers the latest AI research, open source and industry moves, updated daily.\nEditor\u0026rsquo;s Note Today\u0026rsquo;s main thread: \u0026lsquo;compute sovereignty\u0026rsquo; and \u0026rsquo;trustworthy deployment\u0026rsquo; accelerating in tandem. Eastern DF1000 runs 520 TFLOPS on 14nm with software-defined 3D stacking, SK Hynix ships HBM4 to Vera Rubin, Meta expands Hyperion to $50B — supply-side is heating up from architecture innovation to capacity arms race. The same day the state moved to build an AI safety evaluation system and Meta hastily withdrew Muse Image over privacy disputes — \u0026rsquo;the more capable\u0026hellip;\u0026rsquo;\n"
}