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Meta 承认 Muse 产品设计深受 OpenClaw 启发，但强调从零构建
IT之家 9 月 24 日消息，Meta 旗下 Muse 的早期用户一直在猜测，这款 AI 之所以表现出色，是不是因为其底层实际上采用了 OpenClaw，只是在此基础上套了一层更加面向普通消费者的产品包装。如今，Meta 方面表示，这种说法并非完全没有依据。 IT之家注意到，Meta 超级智能实验…
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From Observation to Intervention: Memory in Brains and Large Language Models
从大脑记忆机制看大模型如何从被动观察走向主动干预，交叉视角带来全新启发。
arXiv:2608.12377v1 Announce Type: cross Abstract: Brains and large language models (LLMs) are fundamentally different memory systems, but they can be …
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Don’t let AI steal all the joy: what scientists won’t give up to chatbots
从科学家视角探讨AI边界，帮您反思哪些任务不应交给聊天机器人，激发独立提问与责任担当。
Nature, Published online: 21 July 2026; doi:10.1038/d41586-026-02213-0 Nature asked readers of the Nature Briefing what they like about their job and …
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WAIC之后，重新理解与爱为舞：一家AI原生企业的学习场景验证
WAIC现场体验AI启发式教学，从“拍照搜题”到1对1抽丝剥茧，让学习真正掌握方法而非答案。
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Successor-Generator Planning with LLM-generated Heuristics
用大模型生成启发式函数，为经典规划问题开辟新思路。
arXiv:2501.18784v5 Announce Type: replace Abstract: Heuristics are a central component of deterministic planning, particularly in domain-independent s…
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【Sofi_Log #034】肉体のガベージコレクション：脳と細胞のメモリリークを解消する『オートファジー起動仕様書』
用计算机垃圾回收比喻人体自噬机制，脑洞大开地解释如何清理生理与心理的“内存泄漏”，引发系统级优化思考。
[Sofi_Log: #034] Status: [Bangkok: Humid Night / JPY-THB: 0.22] Project: sofi.works [On-Chain Agent Launch / Biohacking GC] Active_Filter: Filter_R Ug…
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Beyond Heuristic Tuning: Power-Calibrated LLM Watermarking
ICML 2026接收：为LLM水印引入功率校准，告别传统启发式调优。
arXiv:2607.05694v1 Announce Type: cross Abstract: Logit-based watermarking is a widely used mechanism for identifying LLM generated content, yet its e…
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微软工程师揭秘：Win95 靠“名字”识别安装程序
Windows 95靠文件名猜测安装程序？揭秘这个“缝合怪”机制背后的启发式判定趣闻。
IT之家 7 月 8 日消息，据微软资深工程师雷蒙德 · 陈当地时间 7 月 7 日在微软官网发文介绍，虽然 Windows 95 本身已经具备拦截存在缺陷的第三方安装程序、防止其降级系统组件的能力，但随之而来还有一个难题：系统该如何识别安装程序或安装文件正在运行。 IT之家注意到，为解决这一问题，…
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Graph Neural Networks are Heuristics
颠覆认知：GNN本质是高级启发式算法而非特征学习器，理论推导+实验验证给出新视角
arXiv:2601.13465v4 Announce Type: replace Abstract: Graph neural networks are usually treated as auxiliaries for combinatorial optimization: they imit…
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Biological Motifs for Agentic Control
从基因调控网络到智能体软件，揭示生物启发的控制架构新思路
arXiv:2607.04240v1 Announce Type: new Abstract: The transition of Large Language Models (LLMs) from passive generators to autonomous agents has introd…
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Quantum-Inspired Vision: Leveraging Wave-Particle Duality for Low-Illumination Enhancement
量子启发的波粒二象性为低照度图像增强带来全新思路，值得技术爱好者一读。
arXiv:2607.01731v1 Announce Type: cross Abstract: This study provides a theoretical expansion of the recent Data Relativistic Uncertainty (DRU) framew…
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RAISE: LLM-based Automated Heuristic Design with Robust Adversary Instance Search
用大模型自动设计启发式算法，配合对抗搜索提升鲁棒性，开辟算法设计新范式。
arXiv:2606.31801v1 Announce Type: new Abstract: Automated Heuristic Design (AHD) with Large Language Models (LLMs) has shown remarkable progress in di…
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AVOC: Enhancing Hour-Level Audio-Video Understanding in Omni-Modal LLMs via Retrieval-Inspired Token Compression
一小时级音视频理解新突破，检索启发式token压缩让全模态大模型兼顾效率与精度。
arXiv:2606.24286v1 Announce Type: new Abstract: Multimodal Large Language Models have achieved remarkable progress in short-form audio-video understan…
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Enhancing CVRP Solver through LLM-driven Automatic Heuristic Design
用大语言模型自动设计启发式算法，显著提升CVRP求解器性能，AI+运筹优化新突破
arXiv:2602.23092v2 Announce Type: replace Abstract: The Capacitated Vehicle Routing Problem (CVRP), a fundamental combinatorial optimization challenge…
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LLM Compression by Block Removal with Constrained Binary Optimization
LLM压缩新突破：将块删除问题转化为约束二元优化，物理模型Ising玻璃降低下游性能损失
arXiv:2602.00161v2 Announce Type: replace Abstract: In this paper, we formulate the compression of large language models (LLMs) by optimally deleting …
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Vulcan: Instance-specialized, Verifiable Systems Heuristics Through LLM-driven Search
用LLM自动搜索并验证系统启发式策略，实现实例定制化，突破传统手工调优瓶颈。
arXiv:2512.25065v2 Announce Type: replace-cross Abstract: Systems resource management tasks rely primarily on hand-designed heuristics. However, growi…
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Show HN: IAGlobal – A multi-agent cognitive architecture inspired by biology"
受生物学认知机制启发的多智能体架构，开源代码可供深入探索。
Article URL: https://github.com/josemarpoubel/iaglobal Comments URL: https://news.ycombinator.com/item?id=48565713 Points: 1 # Comments: 0
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Medical Heuristic Learning: An LLM-Driven Framework for Interpretable and Auditable Clinical Decision Rules
LLM驱动医学启发学习框架，生成可解释、可审计的临床决策规则，让AI医疗更可信。
arXiv:2606.16337v1 Announce Type: new Abstract: Predictive modeling for clinical tabular data is central to clinical decision support and therefore re…
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What Watching AI Agents Do Made Me Rethink What to Build
看AI代理的真实行为，比空想更能激发你的下一个爆款产品灵感。
I spent an evening watching Claude use a computer through codex-style interfaces. Browser tabs, code files, terminal commands—it was handling all of i…
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The Model Says Walk: How Surface Heuristics Override Implicit Constraints in LLM Reasoning
揭示大语言模型推理时被表面启发式误导而忽略隐含约束的机制，对理解AI的认知偏差有重要启发。
arXiv:2603.29025v3 Announce Type: replace-cross Abstract: Large language models fail when a salient surface cue conflicts with an unstated feasibility…