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行业动态普通
Nvidia 押注物理 AI:Halos 安全系统瞄准更安全的 robotaxi 与人形机器人
Nvidia 正将数十亿美元押注于机器人和自动驾驶等物理 AI 技术,其 Halos 安全系统于 2025 年推出,提供硬件和软件工具帮助开发者在自动驾驶汽车中实现安全护栏。
信息来源:Ars Technica:AI(RSS) · NVIDIA
行业动态普通
高通否认成为净支付方
高通刚刚否认自己是净支付方,并否认该交易与 LogicFolding 有关。现有声明无法证实 LogicFolding 或相关外围技术的授权。
信息来源:X:X.PIN (@thexpin)
行业动态普通
Antigravity 智能体更名 Chief of stuff
现在事情变得严肃起来了 👀 Antigravity 智能体在最新更新中刚被更名为“Chief of stuff”!我想知道 Antigravity 是否会成为 Google 考虑加入其 botsdots 智能体的地方。 至少看起来像是一次晋升 🤖
信息来源:X:Testing Catalog (@testingcatalog)
教程 / 实战普通
Building SortSense: A Local AI File Organizer Built in a Single Hack Day
Building SortSense: A Local AI File Organizer Built in a Single Hack Day hacktoberfest...
信息来源:DEV Community
论文研究普通
DeltaReplay: Task-Relative Memory Reuse for Mobile GUI Agents
Memory-augmented mobile GUI agents store successful execution trajectories and reuse them in later tasks, but a stored trajectory rarely matches a new task exactly. The new task may use different parameters, share only some of its steps wi…
信息来源:arXiv
论文研究普通
Does an Illumination Prior Help Face-Swap Detection? A Controlled Study of Temporal Self-Blended Images
Self-blended images are widely used to train face-swap detectors, but primarily capture blending artifacts. We investigate whether adding illumination inconsistencies improves detection. Temporal Self-Blended Images (T-SBI) transfer lighti…
信息来源:arXiv
论文研究普通
Intervention anchors and scientific verification in synthetic vascular predictive representations
Complete orthogonal predictive coordinates do not by themselves bind a latent direction to a named intervention. We present a mathematical and synthetic audit motivated by vascular device-vessel suitcordance. Capacity-matched least-squares…
信息来源:arXiv
论文研究普通
What is the goal of unsupervised machine learning?
Unsupervised learning is one of the main branches of machine learning. Here I argue that unlike the other branches of machine learning (supervised and reinforcement learning), unsupervised learning is a rather heterogenous field that can s…
信息来源:arXiv
论文研究普通
A 3D Characterization Framework for Intelligent Sequential Decision Making
Puzzles are widely used to evaluate the reasoning capabilities of artificial intelligence (AI) systems for sequential decision making, yet approaches originating from different paradigms are rarely compared under unified conditions. To add…
信息来源:arXiv
论文研究普通
Structured Sentiment Analysis Using Sequence Labeling as Dependency Graph Parsing
This study addresses the problem of structured sentiment analysis, whose goal is to obtain a fine-grained sentiment graph where the nodes represent spans of sentiment holders, targets, and expressions, while the arcs define the relationshi…
信息来源:arXiv
论文研究普通
Elucidating the Space of Enzymatic Reaction: A Unified Benchmark and Pretrained Model
Existing reaction models primarily learn molecular transformations, whereas enzy- matic reactions depend jointly on molecular structure and catalytic function. We formulate this problem as learning an enzymatic reaction space linking react…
信息来源:arXiv
观点 / 方法普通
LangChain 为 Deep Agents 框架 Skills 带来工具绑定、固定与中途重载三项升级
LangChain 为 Deep Agents 框架的 Skills 做了三项工程升级:工具绑定 Skills、固定 Skills、中途重载 Skills,目标是在保持渐进式披露优势的同时解决延迟、可预测性和运行时演化问题。
信息来源:X:邵猛 (@shao__meng)
论文研究普通
Can Jev be Your Q or Policy in Reinforcement Learning?
Foundation models supply reinforcement learning (RL) with priors that mitigate its longstanding weaknesses in sample efficiency and transfer, but their token-by-token generation makes queries sequential and costly. Jev, a recently released…
信息来源:arXiv
论文研究普通
Epistemic Disturbance in the Graph Model for Conflict Resolution: State-Preserving Actions, Four-Valued Assessments, and the Distinction between Capability and Intention
In the graph model for conflict resolution (GMCR), a decision maker (DM) either moves the conflict to another state or does nothing. The basic definitions leave inaction implicit, so every action that leaves the state unchanged is treated …
信息来源:arXiv
论文研究普通
HI3D 3.0 (Twinkle3D): Object-specific 3D Asset Generation with High Resolution
Image-to-3D generation has become increasingly capable of producing objects that closely resemble the input image, and an outstanding challenge is to reproduce the depicted object itself, including the specific geometry that defines it. In…
信息来源:arXiv
教程 / 实战普通
Stop describing UI to your AI agent in words. Point at it.
I built an MCP server that lets you click a layer on your running web page or Android app, drag it, and hand the exact element to Claude Code, Cursor or Codex.
信息来源:DEV Community · Claude / Cursor
论文研究普通
Camera-Noise Residuals for Face-Swap Detection: Redundant, Not Complementary, and Why
Fusing a learned camera-noise fingerprint with an RGB appearance backbone is an appealing route to generator-independent deepfake detection, because the noise residual is grounded in image-formation physics rather than in the texture stati…
信息来源:arXiv
观点 / 方法普通
AI 栈中的保存缺口:为什么能力进步快于可重建性
O'Reilly Radar 文章提出 AI 系统存在"保存缺口":运行时依赖(模型端点、检索数据、策略、工具契约等)在执行时才确定,现有基础设施只保存模型、代码、部署和观测记录,不保存某次执行的实际绑定关系。作者为此提出参考架构 Orrery,用于保存重建 AI 系统历史执行所需的运行时绑定与依赖状态,并区分了"可复现性"与"可重建性"两个概念。
信息来源:O'Reilly Radar(热点 RSS)
论文研究普通
TRACE: Diagnosing Verifier Brittleness in Agentic Evaluation
Verifier scores now serve as both benchmark metrics and training rewards for large language model (LLM) agents, and a change in score is routinely read as a change in capability. It may instead reflect a change in the evaluation. We introd…
信息来源:arXiv
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