论文提出利用专家系统（游戏引擎、规划器等）的输出作为推理数据，突破人工标注或蒸馏的局限，为LLM推理训练开辟新路径。
arXiv:2607.21856v1 Announce Type: cross Abstract: Modern reasoning models depend on reasoning data, today sourced from human annotations or distilled …
小语言模型专攻网络安全，高效且精准，为安全领域带来轻量化AI新思路
arXiv:2510.14113v2 Announce Type: replace-cross Abstract: Large language models (LLMs) are transforming everyday applications, yet deployment in cyber…
当80年代AI狂热褪去，专家系统泡沫破裂的教训，正为今天的大模型浪潮敲响警钟。
Article URL: https://netzhansa.com/echoes-of-the-ai-winter/ Comments URL: https://news.ycombinator.com/item?id=48682346 Points: 2 # Comments: 0
开源AI治理架构MAVS-GC，通过分层评估专家系统，增强算法在不利场景下的稳定性与适应性。
Hey HN, For some period of the time, I have been working on an open source project called MAVS-GC (Multi Adaptive Vetting Systems-Governance Core). Th…
前沿科学推理新突破：ScOrch让多个专家LLM协同工作，显著提升多模态任务表现，超越单一模型局限。
arXiv:2606.15872v1 Announce Type: new Abstract: Frontier scientific reasoning remains a major challenge for large language models (LLMs), where even t…
融合视觉与文本数据，打造专业足球AI分析师，新论文发布多模态足球理解专家MSUE。
arXiv:2606.12106v1 Announce Type: cross Abstract: This paper presents our solution to the 2026 SoccerNet VQA Challenge. We first develop a cost-effect…
比尔·盖茨内部备忘录：未来20年自主专家系统将超越算力增长，预示AI新浪潮来临。
# The Agentic Tidal Wave *To:* Executive Staff and Direct Reports *From:* Bill Gates *Date:* April 26, 2026 Our vision for the last 20 years can be su…