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Binance now lets AI agents trade, but keeping them in check is largely up to users
全球最大交易所币安上线AI代理自动交易，自主决策管钱，风险控制还得靠自己。
Binance's Agent OS works with tools including ChatGPT, Claude Code, and Cursor.
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Taxonomy-Driven Analysis of Open-Source AI Risk Mitigation Tools
一份针对开源AI风险缓解工具的系统分类研究，帮你快速看懂企业级LLM治理工具全景。
arXiv:2608.07446v1 Announce Type: cross Abstract: Rapid adoption of large language models (LLMs) in enterprise settings has introduced operational, se…
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Beyond Aggregate Risk: Role-Stratified Conformal Risk Control for LLM Tool Calls
这篇论文提出了“角色分层共形风险控制”新方法，专门应对LLM工具调用中不同角色的差异化风险，而非只关注平均指标。
arXiv:2607.24343v1 Announce Type: new Abstract: Language-model agents act through structured tool calls whose arguments carry different risks. Untrust…
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Show HN: Reproducibility Benchmark a Risk Quantitative Model
开源风险量化模型可复现性基准工具，助力模型审计与验证
Article URL: https://github.com/Fluxara-GOD/fluxara1-audit-verification-pack Comments URL: https://news.ycombinator.com/item?id=49055927 Points: 3 # C…
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How I Built a Portfolio Risk & Return Tracker with EODHD
用EODHD数据集亲手搭建投资组合风险收益追踪器，涵盖夏普比率、回撤等核心指标
Most retail investors track their portfolio in a spreadsheet. Some upgrade to a free app that shows total value and daily change. That's it. Neither t…
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Capital Markets LLM Reliability Score (CM-LRS): From Plausible to Bankable
从“看似合理”到“银行级可靠”，CM-LRS框架用七大维度量化评估大模型输出，为资本市场的AI应用提供可信标尺。
arXiv:2607.21340v1 Announce Type: new Abstract: In capital-markets workflows the question is rarely whether a large language model can produce a fluen…
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A single XSS can kill your startup
别只盯着用户体验，一处XSS漏洞就能让创业公司一夜归零，本文揭开最隐蔽的致命伤。
A single XSS can kill your startup Everyone talks about churn from bad UX, slow load times, confusing onboarding, a button that doesn't work on mobile…
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Ask HN: How to Germinate Ideas?
从担忧被窃取到验证可行性，一个硬件创业新手分享种子期想法的真实困惑与破局思路。
I've recently had an idea for a hardware startup, but I'm torn between assuming I'm wrong (because I've never launched before) and discussing the idea…
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The AI Evaluability Gap: The Missing Layer for Managing Risk and Sustaining Value
概念框架揭示AI系统风险管理的缺失环节——评估能力缺口，提出“评估即证据充分性”的新视角。
arXiv:2606.21015v1 Announce Type: new Abstract: Organizations deploying AI face two fundamental governance challenges: managing AI risk and sustaining…
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ReSGA: A Large Tail Risk Model for Learning Value-at-Risk and Expected Shortfall
提出ReSGA大型尾部风险模型，专攻VaR和预期缺口学习，刷新金融风险预测精度。
arXiv:2606.04576v1 Announce Type: cross Abstract: Learning Value-at-Risk (VaR) and Expected Shortfall (ES) is important for managing financial risks e…
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Insurance of Agentic AI
研究自主AI系统的保险机制，结合博弈论与风险建模，为AI责任问题提供新视角。
arXiv:2606.05449v1 Announce Type: new Abstract: Agentic artificial intelligence (AI) systems are transforming the risk landscape by extending beyond i…
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CosAI Releases "AI Shared Responsibility Framework"
谁该为AI的错误负责？新框架“AI共享责任模型”划清各方角色与边界，用具体案例告诉你如何避免推诿扯皮。
Article URL: https://www.coalitionforsecureai.org/whos-responsible-when-ai-goes-wrong-a-new-framework-aims-to-answer-that-question/ Comments URL: http…
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Claude Code for Canary Deployments: How I Ship to 1% of Users Before Breaking Everything
Claude Code帮你自动化金丝雀部署，先让1%用户验证新版本，再安全全量发布
I used to ship by faith. The change passed code review, the tests went green, the deploy button was right there, and I pressed it. Most of the time it…
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Your SaaS Is an Insurance Product: A Modeling Framework
揭秘SaaS产品与保险的结构相似性，一个商业建模新视角。
arXiv:2605.16699v1 Announce Type: new Abstract: Capped-usage SaaS products -- LLM subscriptions such as Claude Code and ChatGPT, cloud platforms such …
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Change and risk
团队将大型前端框架视为负债？商业需求不追求酷炫技，稳定与风险控制才是关键。
Kelly Sutton on why his team views big front-end frameworks as a liability : Maybe it’s the changing interest rates or political winds, but I think th…