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论文研究普通
Early Signatures of Memorization in Diffusion Models via Basin Geometry and Cyclic Denoising
Diffusion models generalize early in training and later reproduce individual training samples. Standard tests detect memorization only once one-shot generation produces near-copies, leaving a released model unaudited until its outputs fail…
信息来源:arXiv
教程 / 实战普通
Freeze the Benchmark Card Before an Agent Score Ships
A coding-agent score is evidence only when the dataset, the metric, and the control surface are...
信息来源:DEV Community
论文研究普通
$σ$Transfer: Uncertainty Transfer from Small to Large Networks under $μ\mathrm{P}$
Reliable predictive uncertainty in Laplace approximations depends critically on the prior precision, yet selecting it requires a posterior sweep that is prohibitively expensive for neural networks with billions of parameters. Under the Max…
信息来源:arXiv
论文研究普通
Evi-VN: Hard Region Guided Virtual Node Evidence Injection for GNN-Based Fraud Detection
Online platforms contain growing numbers of bots, deceptive reviewers, and scam accounts that imitate legitimate users. Such camouflage blurs graph neighborhoods and behavioral attributes, making it difficult for graph neural networks (GNN…
信息来源:arXiv
论文研究普通
Constrained Command-Conditioned Reinforcement Learning with Bandit Strategy Selection in Real-Time Strategy Games
Deep reinforcement learning agents reach strong performance in real-time strategy games but can be brittle against opponents outside their training distribution. Separating strategic command selection from learned unit control allows diffe…
信息来源:arXiv
论文研究普通
Lamarck's Driving School: Discovering Autonomous Driving Training Strategies through Evolutionary Competition
Autonomous driving capabilities depend strongly on the distribution of scenarios encountered during training. Existing methods commonly construct or dynamically adapt training scenario distributions using surrogate criteria such as realism…
信息来源:arXiv
论文研究普通
DIAL-OPD: Learning More from Fewer Tokens in On-Policy Distillation
On-policy distillation (OPD) supervises student-generated trajectories with token-level teacher signals. Its sampled-token variant avoids the cost of full-vocabulary probabilities. Yet we find that training on fewer tokens can outperform f…
信息来源:arXiv
教程 / 实战普通
How Our Engineering Team Uses AI, Part II: Meat Proxies
Originally published on metalbear.com. In January we published How Our Engineering Team Uses AI. The...
信息来源:DEV Community
论文研究普通
Harness Evolution Hits a Ceiling: When Weight Training Should Begin
Improving a long-horizon LLM agent means evolving the harness around a frozen model or training its weights. We let a self-evolving harness make the system stronger first, then cross seed and evolved harnesses with base and trained weights…
信息来源:arXiv · Qwen
论文研究普通
Evidence-Traceable Dynamic Interviewer Architecture for Expertise-Adaptive Qualitative Interviews Using Local LLMs
Automated interviewers and conversational agents are increasingly used in research, recruitment, customer service, and education. However, many existing systems rely on fixed question sequences and provide limited context-based personaliza…
信息来源:arXiv
教程 / 实战普通
Prompt Heist: a game where you talk your way past Gemma-powered guards (and learn how to defend AI apps)
What we built Prompt Heist is a browser game about prompt injection. You are the Cipher...
信息来源:DEV Community
教程 / 实战普通
Building TrialBridge: An AI clinical trial matcher built in a single hack day
We, Team Latent, built TrialBridge during the Hacktoberfest Hack Day Coimbatore x (INIT Club &...
信息来源:DEV Community
教程 / 实战普通
RepairVision: An Intelligent Repair Café Platform for Multimodal Fault Diagnosis and Sustainable Electronics Repair
Every week, perfectly fixable things end up in the bin. A kettle with a tripped fuse. A lamp with a...
信息来源:DEV Community
教程 / 实战普通
Prompt Heist: I Built an Ancient-Kingdom Game That Teaches AI Security
I built Prompt Heist for the Hacktoberfest Hack Day (Coimbatore x Init Club and Idea Club). It is a...
信息来源:DEV Community
行业动态普通
16 岁少年用 Claude 规划登山路线被困悬崖,直升机救援后称不再用 AI 规划路线
一名 16 岁少年用 Anthropic 的 Claude 规划温哥华 Crown Mountain 登顶路线,结果被困在需攀岩装备的陡峭崖壁"Widowmaker Arete"一处约五英尺宽的岩台上,警方通知北岸救援队用直升机将其吊离。救援负责人 Paul Markey 表示 Claude 并不真正了解地形,AI 无法替代经验与常识;该少年称自己承担责任,今后仍会攀岩但不再用 AI 规划路线。
信息来源:The Decoder:AI News(RSS) · Claude
行业动态普通
田柯宇创业公司融资近3000万美元
据彭博社报道,田柯宇(Tian Keyu)的未具名创业公司已从包括五源资本和IDG在内的投资者处融资近3000万美元,投后估值2亿美元。 这位NeurIPS 2024获奖研究者带领一支10人团队,正在开发一个20万符号的视觉词表,以帮助AI处理视频。 田柯宇声称该方法可将视频生成成本至少降低十倍。完整模型计划于2027年发布;公司目前尚无产品。
信息来源:X:X.PIN (@thexpin)
教程 / 实战普通
700 manuscripts, 48 hours, three withdrawals. The verifier won.
OpenAI published hundreds of AI-produced math results before fully formalizing them. Two days later, three are gone — and that is the system working, not failing.
信息来源:DEV Community · OpenAI
教程 / 实战普通
Web Components did not fail!
My comment to yesterdays Dev.to post: Web components failed. We can fix them became a full post: ...
信息来源:DEV Community
教程 / 实战普通
My RAG system didn't need more agents. It never saw the evidence
GroundedDocs answers questions over a document set with exact citations and refuses when the evidence...
信息来源:DEV Community
观点 / 方法普通
斯坦福 CS329Z《Engineering AI Agents》第4讲:从 Toolformer 到 MCP 的工具使用全解
邵猛整理了斯坦福 CS329Z《Engineering AI Agents》第4讲(Diyi Yang 主讲)的内容,讲解 LLM 如何学会调用工具。
信息来源:X:邵猛 (@shao__meng)
教程 / 实战普通
FloraQuest: Offline-First Trail Botanist & Wild Forager (Tuned with Tinker, Backboard Memory, Deployed on Render)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
I showed AI the buggy code. Its tests started protecting the bug.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I've been a...
信息来源:DEV Community
产品发布 / 更新普通
邵猛评阿里「AI Native 研发范式实践手册」四点陈述
邵猛转发阿里「AI Native 研发范式实践手册」结尾的四点官方陈述并逐条评论:从写代码到可靠交付仍有技术问题要解决、企业知识资产尚未 Agent 友好、组织设计影响深远更难有确定性答案、AI 迭代速度会持续冲击现有架构。
信息来源:X:邵猛 (@shao__meng)
行业动态精选
Crowdstrike 报告疑似单人使用 AI 渗透工具攻击多家韩国银行
Crowdstrike 报告称,一名疑似中文使用者于2026年9月底至10月初利用 AI 驱动的开源渗透测试工具 ARTEX 攻击多家韩国金融机构,窃取大量数据,其中 Shinhan Bank 超过 25,000 条包含姓名、联系方式、收入和信用额度的记录泄露。
信息来源:The Decoder:AI News(RSS)
教程 / 实战普通
Your repo is not trusted context. What I changed after giving coding agents real repositories
I use coding agents across real repositories every day. I run a small security firm, and between...
信息来源:DEV Community
教程 / 实战普通
Spellcheck can't fix "chai GPT": building an LLM caption checker on $5 a month
Here's a line from YouTube's auto-captions on a lecture about attention in neural...
信息来源:DEV Community · GPT
教程 / 实战普通
I Benchmarked My AI Carb Counter on 400 Meal Photos: 8 Models, 1 Holdout Set
I build Soba, an iPhone app that looks at a photo of a meal and estimates the carbs in it. People...
信息来源:DEV Community
教程 / 实战普通
Trailnote: Plan the Walk. Make the Note. Put the Phone Away.
🌿 Trailnote — An AI Trail Companion That Tells You to Put Your Phone Away My submission...
信息来源:DEV Community
产品发布 / 更新普通
Architect 推出 Liquid Inference,为 LLM 推理引入实时竞价路由
Architect Financial Technologies 发布 Liquid Inference,一个对每次请求进行实时拍卖的 LLM 推理市场,价格最低且满足买家规则的报价胜出,首 token 生成前锁定最高价。
信息来源:MarkTechPost(RSS)
教程 / 实战普通
I built an AI browser extension in a month with an AI coding assistant. The code was the easy part.
Store reviews, users who couldn't reach the store, payments and analytics. What building a solo AI side-panel extension actually took.
信息来源:DEV Community
教程 / 实战普通
I Built an AI Chinese Tutor That Actually Knows the HSK Syllabus
Most AI chat tools are terrible language tutors. Ask a generic chatbot to practice Chinese with you...
信息来源:DEV Community
论文研究普通
NVIDIA PivotOPD:让多轮 AI 智能体从关键错误中恢复的在线策略蒸馏方法
NVIDIA 联合普林斯顿大学和马里兰大学提出 PivotOPD,一种面向多轮 LLM 智能体的在线策略蒸馏方法,训练智能体避免最致命的早期错误并在错误发生后恢复。
信息来源:MarkTechPost(RSS) · NVIDIA
教程 / 实战普通
Enterprise SaaS Integration Checklist: APIs, SSO, Data & Monitoring
The biggest enterprise integration risk in 2026 is not AI. It is operational neglect. This week,...
信息来源:DEV Community
教程 / 实战普通
A Benchmark Card Makes an Agent Score Auditable
A published coding-agent score describes one frozen task slice, and it does not describe an entire...
信息来源:DEV Community
教程 / 实战普通
Seu classificador de intenções é 12 pontos pior em português: um benchmark de Laya, Strands Decider e embeddings Qwen3
Um benchmark reprodutível de pequenos modelos de decisão e de embeddings para classificar o objetivo do cliente em português do Brasil, e o que uma tradução paralela para o inglês revela sobre o custo do idioma.
信息来源:DEV Community · Qwen
教程 / 实战普通
Your intent classifier is 12 points worse in Portuguese: benchmarking Laya, Strands Decider and Qwen3 embeddings
A reproducible benchmark of small choice deciders and embeddings for customer-goal classification in Brazilian Portuguese, plus what a parallel English translation reveals about the cost of language.
信息来源:DEV Community · Qwen
教程 / 实战普通
From Finance to AI Engineering: 6 lessons I learned building a Multi-Agent Support system on Amazon Bedrock AgentCore
After ten years in asset management, I started a full-stack developer path in 2024 and spent my time...
信息来源:DEV Community
行业动态普通
Anthropic 发布 Claude Haiku 5.5,100 万 token 上下文
Anthropic 推出 Claude Haiku 5.5,支持 100 万 token 上下文窗口和可调 effort,定价为每百万 token 输入 $0.10、输出 $0.50;Claude Sonnet 5.5 的 prompt cache 读取价格从 $0.20 降至 $0.10。
信息来源:X:Testing Catalog (@testingcatalog) · Claude
产品发布 / 更新普通
蚂蚁百灵 Ling-3.1-flash 上线 Vercel AI Gateway
保持冷静,与我们的 day0 合作伙伴 @vercel_dev 一起构建 🤘 再享受一周 Ling-3.1-flash——一款 token 高效、擅长智能体与编程的模型~ Ling 3.1 Flash 已在 AI Gateway 上线,10 月 13 日前免费。专为编程和多步分析打造。
信息来源:X:蚂蚁百灵 (@AntLingAGI)
教程 / 实战普通
I gave an AI my first app spec. It cut half of it and took the other half too literally
A native app on both stores, in five languages, built by one person with an AI as the developer. This...
信息来源:DEV Community