[ HERO · LATEST DIGEST 2026.06.19 ]
- Z.AI GLM-5.2 开放 1M context 编码/agent 模型：官方 release notes 标注 1M lossless context、长程任务与深度调试能力增强；HF trending 显示权重已以 MIT license 上线，成为本周最重要的开源 frontier 候选。
- OpenAI 连发生命科学研究闭环与评测基准：GPT-5.4 接入 Molecule.one Maria Lab，在 10,080 次实验中改进 Chan-Lam coupling；LifeSciBench 用 750 个专家任务、19,020 条 rubric 评估真实生命科学研究能力。
- agent 安全从 prompt safety 转向系统控制：OpenAI Deployment Simulation 用历史会话重放预测部署行为，DeepMind AI Control Roadmap 把内部 agent 当作潜在 insider threat，并已分析 100 万条 coding agent 轨迹。
- GitHub Copilot 生态继续平台化：Agent finder 采用 ARD 规范做能力发现，MAI-Code-1-Flash 扩展到 CLI、Copilot app、IDE 和移动端，Copilot code review 开始读取仓库级 AGENTS.md。
- 今日 HF Papers 的核心信号是小模型/工具化 agent：Moebius 用 0.22B 参数达到 10B 级图像修复质量，RATs、S-Agent、FAPO 和 agent benchmark 论文都把能力增长放在可复用技能、工具轨迹和评测有效性上。
◉ 2026.06 ◉
Z.AI GLM-5.2：1M lossless context 的开源 coding / agent 模型
GLM-5.2
→ Frontier Release / HF Models / X
GPT-5.4 近自治 AI 化学家改进 Chan-Lam coupling
A near-autonomous AI chemist improves a challenging reaction in medicinal chemistry
→ Research Blog / AI News
LifeSciBench：面向真实生命科学工作的专家评测基准
Introducing LifeSciBench
→ Research Blog
Deployment Simulation：用部署重放预测模型上线后的行为
Predicting model behavior before release by simulating deployment
→ Research Blog
Google DeepMind AI Control Roadmap：把内部 agent 当作 insider threat 管理
Securing the future of AI agents
→ Research Blog / AI News
GitHub Copilot Agent Finder：用 ARD 规范做 agent 能力发现
Agent finder for GitHub Copilot
→ Research Blog / Frontier Release
MAI-Code-1-Flash 扩展到更多 Copilot surfaces
MAI-Code-1-Flash available on more Copilot surfaces
→ Frontier Release / Research Blog
Copilot code review 开始读取仓库级 AGENTS.md
Copilot code review: AGENTS.md support and UI improvements
→ Research Blog
GitHub Issues 支持重复 issue 检测与 MCP issue fields
Detecting Duplicate Issues and issue fields MCP support
→ Research Blog
Moebius：0.22B 图像修复模型达到 10B 级质量
Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance
→ HF Papers / arXiv
RATs：用自发 play 学习可复用机器人技能
Playful Agentic Robot Learning
→ HF Papers / arXiv
S-Agent：把 VLM 变成带空间工具和记忆的 3D reasoning agent
S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence
→ HF Papers / arXiv
Agent 评测从静态榜单转向 predictive validity
Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents
→ HF Papers / arXiv
FAPO：让 coding agent 自主优化多步 LLM pipeline
FAPO: Fully Autonomous Prompt Optimization of Multi-Step LLM Pipelines
→ HF Papers / arXiv
FastContext：为 coding agent 训练专用仓库探索模型
FastContext: Training Efficient Repository Explorer for Coding Agents
→ HF Papers / HF Models
OpenMontage：开源 agentic video production system
OpenMontage
→ GitHub
CocoIndex Code：面向 coding agent 的轻量 AST 代码搜索
cocoindex-code
→ GitHub
Claude Fable 5 / Mythos 5：Mythos-class 模型与分类器路由安全架构
Claude Fable 5 and Claude Mythos 5
→ Frontier Release / Anthropic / HN
Google DiffusionGemma：开源文本扩散模型，并行去噪换取 4× 生成速度
DiffusionGemma
→ Frontier Release / Research Blog / HF Models / AI News
Moonshot Kimi K2.7 Code：1T MoE 编码模型，主打砍 30% reasoning token
Kimi K2.7-Code
→ Frontier Release / HF Models / AI News
🔄 进展更新：MiniMax Sparse Attention (MSA) 技术报告，M3 背后内核首次披露
MiniMax Sparse Attention
→ HF Papers / arXiv
MaxProof：population-level test-time scaling 把数学证明推过金牌线
MaxProof
→ HF Papers / arXiv
EvoArena / EvoMem：评测 agent 在动态环境下的"记忆演化"
EvoArena
→ HF Papers / arXiv
WeaveBench：GUI + CLI 混合界面的长程 computer-use agent 基准
WeaveBench
→ HF Papers / arXiv
InterleaveThinker：用多 agent + RL 做图文交错生成
InterleaveThinker
→ HF Papers / arXiv
FORT-Searcher：合成"抗捷径"搜索任务，治 search agent 的偷懒
FORT-Searcher
→ HF Papers / arXiv
NVIDIA SkillSpector：扫描 AI agent skill 漏洞的安全扫描器
NVIDIA/SkillSpector
→ GitHub
karpathy/autoresearch：让 agent 整夜自动跑 ML 研究实验
autoresearch
→ GitHub
Agentspan：把 AI agent 跑成可恢复的 durable workflow
Agentspan
→ Product Hunt / 开源
AI agent 自主扩容刷出 $6531 AWS 账单：agent 成本失控的教训
AI agent bankrupted their operator while trying to scan DN42
→ HN / 工程复盘
Anthropic 为 Fable 5"隐形蒸馏护栏"致歉并改为可见回退
Anthropic apologizes for invisible Claude Fable guardrails
→ AI News / HN / Postmortem
Codex 扩展到 role-specific plugins、Sites 与 annotations
Codex for every role, tool, and workflow
→ Frontier Release / OpenAI
OpenAI frontier models 与 Codex 在 AWS 上一般可用
OpenAI frontier models and Codex are now available on AWS
→ Frontier Release / OpenAI / AWS
MiniMax M3：frontier coding、1M context 与原生多模态合并到同一模型
MiniMax M3
→ Frontier Release / Research Blog / Reddit
Microsoft Work IQ APIs：让企业 agent 直接访问 Microsoft 365 语义工作上下文
Announcing the new Work IQ APIs
→ Frontier Release / Microsoft
NVIDIA 与 Microsoft 推出 Windows 本地 agent sandbox / runtime stack
Build Personal AI Agents on Windows PCs with New Tools from Microsoft and NVIDIA
→ Research Blog / NVIDIA / Microsoft
🔄 进展更新：Anthropic 扩展 Project Glasswing 并推出 Claude Security
Expanding Project Glasswing
→ Frontier Release / Anthropic
Headroom：面向 AI agents 的本地可逆上下文压缩层
Headroom
→ GitHub / HN
vLLM Native RL APIs：把 weight syncing 与 async RL 接入 serving runtime
Native RL APIs in vLLM
→ Research Blog / vLLM
Trust Region On-Policy Distillation：用 trust region 稳定 OPD token-level supervision
Trust Region On-Policy Distillation
→ HF Papers / arXiv
Humanoid-GPT：用 2B-frame motion corpus 训练 GPT-style whole-body controller
Humanoid-GPT
→ HF Papers / arXiv
AutoMedBench：五阶段评测 medical AutoResearch agent 的可靠性
AutoMedBench
→ HF Papers / arXiv
World Models Meet Language Models：用 PF-OPSD 训练可控 concrete reasoning
World Models Meet Language Models
→ HF Papers / arXiv
Language Models Need Sleep：用 memory consolidation 与 Dreaming 做持续学习
Language Models Need Sleep
→ HF Papers / arXiv
VoxCPM2：tokenizer-free multilingual TTS 与 voice cloning 开源项目升温
VoxCPM2
→ GitHub
AI-DLC workflows：AWS 开源面向 coding agents 的自适应开发生命周期规则
AI-DLC Workflows
→ GitHub
Statewright：用可视化状态机约束 AI agent 行为
Statewright
→ HN / GitHub
◉ 2026.05 ◉
xAI Grok Build 0.1 进入 API 公测，定位高速 agentic coding 模型
Grok Build 0.1 on API
→ Frontier Release / Research Blog / AI News
Codex 在 Windows 补齐 Computer Use，OpenAI 同步发布内部使用模式
Codex Computer Use on Windows and How OpenAI uses Codex
→ Frontier Release / Research Blog / AI News
Claude Code v2.1.157：plugin auto-load、agent routing 与 OTEL tool telemetry 下沉到客户端
Claude Code v2.1.157
→ Frontier Release / GitHub / AI News
MiniCPM5-1B：1B on-device 模型内置 131K context、tool calling 与 RL+OPD
MiniCPM5-1B
→ HF Models / GitHub
Step-3.7-Flash：201B 多模态开放模型进入 HF 热榜
Step-3.7-Flash
→ HF Models / Research Blog
PaddleOCR-VL-1.6：文档智能模型继续向 layout / table / formula / chart 解析统一
PaddleOCR-VL-1.6
→ HF Models
SkillOpt：把自然语言 agent skill 当作可训练外部参数
SkillOpt: Executive Strategy for Self-Evolving Agent Skills
→ HF Papers / arXiv / Research Blog
MolmoAct2：开放 VLA 模型把 embodied reasoning、action tokenizer 与低延迟推理打包发布
MolmoAct2: Action Reasoning Models for Real-world Deployment
→ HF Papers / arXiv / Reddit
CiteVQA：Doc-VQA 开始评估“答案正确且证据区域正确”
CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence
→ HF Papers / arXiv
OpenSearch-VL：开源多模态 deep search agent 的数据、工具和 RL recipe
OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents
→ HF Papers / arXiv
MemPrivacy：edge-cloud agent 记忆的可逆隐私占位机制
MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents
→ HF Papers / arXiv / Reddit
Colored Noise Diffusion Sampling：无需重训的 frequency-aware diffusion sampler
Colored Noise Diffusion Sampling
→ arXiv / Reddit
Soohak：439 个数学家原创研究级问题评测 frontier reasoning
Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMs
→ HF Papers / arXiv
Cola DLM：用连续 latent diffusion 重新定义语言生成路径
Continuous Latent Diffusion Language Model
→ HF Papers / arXiv
NVIDIA DynoSim：用 Dynamo twin 在本地快速扫 LLM serving Pareto frontier
DynoSim: Simulating the Pareto Frontier
→ Research Blog
Firecrawl `/monitor`：把网页变化检测变成 agent 可订阅事件
Introducing /monitor: Notify AI agents when the web changes
→ Product Hunt / Research Blog
LightAgent v0.7.0：轻量 agent framework 加入 trace observability 与结构化运行事件
LightAgent
→ GitHub
Google AX：开源 distributed agent runtime，路线图指向 subagent suspend/resume 与 approvals
google/ax
→ GitHub
Code as Agent Harness：把 code 视为 agent 推理、行动、记忆和验证的统一 substrate
Code as Agent Harness
→ HF Papers / arXiv / Reddit
Mistral AI Now Summit：企业 agent stack 从模型走向 Vibe / Industrial Engineering / Search Toolkit
AI Now Summit 2026
→ Frontier Release / Research Blog / AI News
Google Research I/O 2026 recap：Gemini for Science、PAT、MedGemma 与 Coralboard 进入研究/医疗/边缘开发者路径
A New Era of Innovation: Google Research at I/O 2026
→ Frontier Release / Research Blog
LFM2.5-8B-A1B：LiquidAI 发布 1.5B active 的 on-device reasoning / tool-use 模型
LFM2.5-8B-A1B
→ HF Models / Frontier Release
vLLM Speculators v0.5.0：DFlash block diffusion 与 online training 接入 speculative decoding
Speculators v0.5.0: DFlash Support and Online Training
→ Research Blog / GitHub
vLLM Semantic Router：把视觉证据接入可审计 routing 控制面
From Text to Multimodal Routing: Hardening Vision Signals in vLLM Semantic Router
→ Research Blog / GitHub
Kog Inference Engine：标准数据中心 GPU 上 3,000 tokens/s per request 的技术预览
Real-time LLM Inference on Standard Datacenter GPUs
→ HN / Research Blog
AgentDoG 1.5：用轻量 guardrail 对齐 open-world agent 安全
AgentDoG 1.5: A Lightweight and Scalable Alignment Framework for AI Agent Safety and Security
→ HF Papers / arXiv
Qwen-VLA：把 manipulation、navigation、trajectory prediction 统一到一个 vision-language-action 模型
Qwen-VLA
→ HF Papers / arXiv
LocateAnything-3B：NVIDIA 用 Parallel Box Decoding 做通用视觉 grounding
LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding
→ HF Models / Research Blog
OccamToken：用 register-anchored relative evidence testing 做训练-free VLM token pruning
OccamToken: Efficient VLM Inference with Training-Free and Budget-Adaptive Token Pruning
→ arXiv
VideoMLA：把 MLA 引入 minute-scale autoregressive video diffusion 的 KV cache
VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion
→ arXiv
RiM：用 fixed memory blocks 替代自回归思维 token 做 latent reasoning
Unlocking the Working Memory of Large Language Models for Latent Reasoning
→ arXiv
DynaFLIP：把 motion understanding 前移到机器人视觉表征预训练
DynaFLIP: Rethinking Robotics Perception via Tri-Modal-Dynamics Guided Representation
→ arXiv
LLMSurgeon：仅凭模型生成文本估计 LLM 预训练数据混合比例
LLMSurgeon: Diagnosing Data Mixture of Large Language Models
→ arXiv
SchGen：从自然语言生成可编辑 PCB schematic 的 LLM 表征路线
SchGen: PCB Schematic Generation with Semantic-Grounded Code Representations
→ arXiv
科学软件 case study：物理学家监督 Claude Code 12 天构建 JAX 微扰论模块
Physics Is All You Need? A Case Study in Physicist-Supervised AI Development of Scientific Software
→ arXiv
AISlop：无 LLM runtime 的 AI-generated code smell scanner 在 HN 高热
Show HN: AISlop, a CLI for catching AI generated code smells
→ GitHub / HN
Claude Opus 4.8：旗舰模型升级与 Claude Code / Cowork 控制面同步发布
Claude Opus 4.8
→ Frontier Release / Anthropic / Axios / Reuters
Kilo Code：开源 agentic engineering platform 进入高热度区间
Kilo Code
→ GitHub / Product Hunt
OpenHuman：本地记忆与 managed integrations 结合的个人 AI desktop harness
OpenHuman
→ GitHub / Product Hunt
Gamma-World：面向多人交互视频生成的多智能体世界模型
Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players
→ HF Papers / arXiv
AXPO：修补 multimodal agentic reasoning 的 thinking-acting gap
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning
→ HF Papers / arXiv
Bidirectional Evolutionary Search：让 LLM 搜索同时向前演化、向后拆目标
Self-Improving Language Models with Bidirectional Evolutionary Search
→ HF Papers / arXiv
DenoiseRL：从错误 reasoning traces 中训练恢复能力
DenoiseRL: Bootstrapping Reasoning Models to Recover from Noisy Prefixes
→ HF Papers / arXiv
ResearchMath-14K：用 agent pipeline 扩展研究级数学数据
ResearchMath-14K: Scaling Research-Level Mathematics via Agents
→ HF Papers / arXiv / HF Datasets
ProRL：为主动推荐系统修正 policy gradient 偏差
ProRL: Effective Reinforcement Learning for Proactive Recommendation via Rectified Policy Gradient Estimation
→ HF Papers / arXiv / GitHub
Anthropic 公开 Claude agent containment 经验
How we contain Claude across products
→ Anthropic Engineering / Reddit
Project Glasswing 初报：AI 漏洞发现进入修补瓶颈阶段
Project Glasswing: An initial update
→ Anthropic Research / AI News
TLX Block Attention：为 Blackwell 固定块稀疏 attention 写专用 Triton kernel
TLX Block Attention: A Warp-Specialized Blackwell Kernel for Fixed-Block Sparse Self-Attention
→ PyTorch Blog / GitHub
MagenticLite + Fara1.5：小模型 agent 栈走向端侧可运行
MagenticLite, MagenticBrain, Fara1.5: An agentic experience optimized for small models
→ Microsoft Research
Agyn：把 agent 定义、serverless runtime 与 zero-trust access 合成平台
Agyn: An Open-Source Platform for AI Agents with Scalable On-Demand Execution, Agent Definition as a Code, and Zero-Trust Access
→ arXiv / WebSearch
Coredio CPSE：用 physics digital twin + ML 做居家心衰血流动力学评估
FDA Grants Coredio Breakthrough Designation for AI Platform Bringing Advanced Heart Failure Assessment Beyond the Hospital
→ VentureBeat / Business Wire
OpenAI 通用 reasoning model 证伪 Erdős 单位距离猜想
An OpenAI Model Disproves a Central Conjecture in Discrete Geometry
→ OpenAI / Gigazine / StartupHub / Lifeboat
AI-Driven Formal Proof Search：LLM + Lean 在 353 个 Erdős 问题中解 9 个
Advancing Mathematics Research with AI-Driven Formal Proof Search
→ HF Papers / arXiv
DelTA：用 discriminative token credit 给 RLVR 提供精确的局部信号
DelTA: Discriminative Token Credit Assignment for Reinforcement Learning from Verifiable Rewards
→ HF Papers / arXiv
Gated DeltaNet-2 (NVIDIA)：把线性 attention 的擦写两步拆成独立通道 gate
Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention
→ HF Papers / arXiv
Full Attention Strikes Back / RTPurbo：用百训练步把 full-attention 模型转 sparse
Full Attention Strikes Back: Transferring Full Attention into Sparse within Hundred Training Steps
→ HF Papers / arXiv
NVIDIA Nemotron 3 Nano Omni：30B-A3B Mamba+Transformer omni-modal 开放权重
NVIDIA Nemotron 3 Nano Omni
→ NVIDIA Developer Blog / HF Models
PhysX-Omni：把 3D 生成结果直接调度到物理仿真
PhysX-Omni: Unified Simulation-Ready Physical 3D Generation
→ HF Papers / arXiv
DeltaBox：毫秒级 sandbox checkpoint / rollback for stateful agents
DeltaBox: Scaling Stateful AI Agents with Millisecond-Level Sandbox Checkpoint/Rollback
→ arXiv / HF Papers
vLLM 5 月技术栈：PegaFlow / VeRL-Omni / TurboQuant / Artificial Analysis 第一
vLLM May 2026 Stack Updates
→ vLLM Blog
Cursor Bugbot Effort Levels：把 PR review agent 转 usage-based 并暴露 quality/cost 旋钮
Updates to Bugbot for Teams and Individuals
→ Cursor Blog / Cursor Changelog / Start Debugging
Anthropic 把 Claude Plugins 目录标准化为官方 plugin marketplace
claude-plugins-official
→ GitHub / GitHub Trending Python
可穿戴健康基础模型：1 万亿分钟 sensor data + 500 万参与者
Towards a General Intelligence and Interface for Wearable Health Data
→ arXiv
MOSS：让 agent 在执行中改写自己的源代码
MOSS: Self-Evolution through Source-Level Rewriting in Autonomous Agent Systems
→ arXiv / HF Papers
🔄 进展更新：DeepSeek V4 Pro 永久维持降价定价
DeepSeek Makes the V4 Pro Price Discount Permanent
→ DeepSeek API Docs / Hacker News
Equilibrium Reasoners：以 attractor learning 重塑 test-time scaling
Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning
→ arXiv
用 15% RLVR 步数复现完整训练性能：rank-1 trajectory 的外推
You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectories
→ HF Papers / arXiv
Toto 2.0：时序预测进入 scaling era 的开源基础模型
Toto 2.0: Time Series Forecasting Enters the Scaling Era
→ HF Papers / arXiv
Natural Language Autoencoders：把激活直接翻译成文字解释
Natural Language Autoencoders
→ Anthropic Research
HRM-Text-1B：开源的层级双时标推理模型
HRM-Text-1B
→ HuggingFace Models / sapientinc
Cohere Command A+ W4A4：把 NVFP4 推进生产 MoE 服务
command-a-plus-05-2026-w4a4
→ HuggingFace Models / CohereLabs
PopuLoRA：共同演化的 LLM 种群做 reasoning self-play
PopuLoRA: Co-Evolving LLM Populations for Reasoning Self-Play
→ vMax / Hacker News
Agent JIT Compilation：把 web agent 任务编译成可并行代码
Agent JIT Compilation for Latency-Optimizing Web Agent Planning and Scheduling
→ arXiv (ICML 2026)
torchtune：Meta 发布 PyTorch 原生 post-training 库
torchtune: PyTorch native post-training library
→ arXiv
NVFP4：3x FP8 吞吐与 1.9x 训练加速进入主线
3 Ways NVFP4 Accelerates AI Training and Inference
→ NVIDIA Developer Blog
Structural Backpressure：让 agent 代码无法绕过安全约束
Formal Verification Gates for AI Coding Loops
→ Hacker News / reubenbrooks.dev
Gemini 3.5 Flash + Antigravity + Spark：Google I/O 2026 的 agent-first 平台
With Gemini 3.5 Flash, Google bets its next AI wave on agents
→ Google Blog / TechCrunch / VentureBeat / HN
Qwen3.7-Max：35 小时自主 kernel 优化 + 69.7 Terminal-Bench 2.0
Qwen3.7-Max: The Agent Frontier
→ Qwen Blog / Hacker News / Digg
Anthropic Widening the Conversation：mid-task 道德提醒工具的实测对齐效果
Widening the conversation on frontier AI
→ Anthropic News
Mistral 收购 Emmi AI：把 Physics AI 集成进 frontier lab
Mistral AI acquires Emmi AI
→ Emmi AI / Mistral / TechCrunch
SkillsVote：Agent Skills 的收集、推荐与演化治理框架
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution
→ HF Papers / arXiv
LongLive-2.0：NVFP4 长视频生成训练与推理基础设施
LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation
→ HF Papers / arXiv
Lance：用多任务协同统一图像/视频理解、生成与编辑
Lance: Unified Multimodal Modeling by Multi-Task Synergy
→ HF Papers / arXiv / HF Models
DashAttention：可微自适应稀疏层级 Attention
DashAttention: Differentiable and Adaptive Sparse Hierarchical Attention
→ arXiv
GPRL：面向开放式偏好的多维在线 RL
General Preference Reinforcement Learning
→ arXiv
ZEDA：把已后训练 MoE 转成可跳过半数 experts 的动态 MoE
Post-Trained MoE Can Skip Half Experts via Self-Distillation
→ HF Papers / arXiv
EnvFactory：自动合成可执行工具环境来训练 Tool-Use Agents
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL
→ arXiv
CHI-Bench：医疗长流程 Agent 自动化基准
CHI-Bench: Can AI Agents Automate End-to-End, Long-Horizon, Policy-Rich Healthcare Workflows?
→ HF Papers / arXiv
Cursor Composer 2.5：面向 coding agent 的 targeted RL 与更长 horizon
Cursor Introduces Composer 2.5
→ HN / Product Blog
PyTorch 2.12 与 ExecuTorch MLX：框架侧继续补端侧与训练性能
PyTorch 2.12 / ExecuTorch Apple MLX Delegate
→ PyTorch Blog
NVIDIA Vera CPU 首批系统交付：Agentic AI Factory 进入生产验证
Vera Arrives: NVIDIA's First CPU Built for Agents Lands at Top AI Labs
→ NVIDIA Blog
Anthropic 收购 Stainless：API SDK 生成进入模型平台内层
Anthropic acquires Stainless
→ Anthropic News
MiniCPM-V 4.6：面向端侧的轻量多模态模型继续升温
MiniCPM-V-4.6
→ HF Models
PhysBrain：面向 3D Embodied AI 的物理感知世界模型
PhysBrain: A Physics-Aware World Model for 3D Embodied AI
→ HF Papers / arXiv
MMSkills：多模态多技能推理基准
MMSkills: Benchmarking Reasoning in Multimodal Multiple Skills
→ HF Papers / arXiv
CiteVQA：要求 VQA 给出人工验证引用框
CiteVQA: Visual Question Answering with Human-Verified Citations
→ HF Papers / arXiv
Flash-GRPO：用 one-step policy optimization 对齐视频扩散
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization
→ arXiv / HF Papers
DualKV：为 GRPO/DAPO 大 rollout 复用 shared prompt 的 Flash Attention
DualKV: Shared-Prompt Flash Attention for Efficient RL Training with Large Rollouts and Long Contexts
→ arXiv
LLM-guided tree search 用于多病原体前瞻预测
Prospective multi-pathogen disease forecasting using autonomous LLM-guided tree search
→ arXiv
HiDream-O1-Image：像素空间统一图像生成模型
HiDream-O1-Image: A Natively Unified Image Generative Foundation Model with Pixel-level Unified Transformer
→ HF Models / arXiv / Reddit
Google 为 Gemma 4 发布 MTP drafters，推理最高 3x 加速
Accelerating Gemma 4: faster inference with multi-token prediction drafters
→ Google Blog / HN
Semantic Kernel 漏洞显示 prompt injection 可升级为 host-level RCE
When prompts become shells: RCE vulnerabilities in AI agent frameworks
→ Microsoft Security Blog
CLI-Anything：把任意软件包装成 agent-native CLI
CLI-Anything: Making ALL Software Agent-Native
→ GitHub Trending
LEANN：用 97% storage savings 做个人设备上的 RAG on Everything
LEANN: RAG on Everything
→ GitHub Trending
MiniCPM-V-4.6：1.3B 级端侧多模态模型继续上榜
MiniCPM-V 4.6
→ HF Models / AI News / Reddit
30B-A3B 模型达到 Olympiad 金牌级推理的统一 recipe
Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling
→ HF Papers / arXiv
Causal Forcing++：1-2 步 frame-wise AR diffusion 蒸馏实时视频
Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation
→ HF Papers / arXiv / GitHub / Reddit
SDAR：给多轮 agent RL 加 gated token-level self-distillation
Self-Distilled Agentic Reinforcement Learning
→ HF Papers / arXiv
OpenAI 发布 GPT-Realtime-2、Realtime-Translate 与 Realtime-Whisper
Advancing voice intelligence with new models in the API
→ OpenAI / VentureBeat / TechCrunch
Claude Managed Agents 加入 dreaming、outcomes 与 multiagent orchestration
New in Claude Managed Agents: dreaming, outcomes, and multiagent orchestration
→ Claude / Anthropic ecosystem / VentureBeat / Ars Technica / Reddit
AlphaEvolve 从算法发现走向 Google 基础设施与科学优化
AlphaEvolve: How our Gemini-powered coding agent is scaling impact across fields
→ Google DeepMind
Microsoft MDASH：100+ specialized agents 的漏洞发现 harness
Defense at AI speed: Microsoft’s new multi-model agentic security system tops leading industry benchmark
→ Microsoft Security Blog
Gemini API File Search 加入 multimodal RAG、metadata 与 page citations
Gemini API File Search is now multimodal
→ Google Blog
Qwen3.6 MTP 在 llama.cpp 社区落地，本地 speculative decoding 加速进入主线
Qwen3.6-27B MTP via llama.cpp PR #22673
→ Reddit / HuggingFace Models / 社区技术博客
Kilo Code v7 for VS Code：Product Hunt 本月开源 coding agent 信号
Kilo Code v7 for VS Code
→ Product Hunt / AI Native Foundation
MinT：面向百万 LLM 策略的训练与服务基础设施
MinT: Managed Infrastructure for Training and Serving Millions of LLMs
→ HF Papers / arXiv
AnyFlow：任意步视频扩散的 on-policy flow map distillation
AnyFlow: Any-Step Video Diffusion Model with On-Policy Flow Map Distillation
→ HF Papers / arXiv
MMProLong：5B token 把 Qwen2.5-VL-7B 扩到 128K 并外推 512K
Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context
→ HF Papers / arXiv
Qwen-Image-VAE-2.0：高压缩图像 VAE 同时优化重建与 diffusability
Qwen-Image-VAE-2.0 Technical Report
→ HF Papers / arXiv
Many-Shot CoT-ICL：长上下文 prompt 更像测试时课程学习
Many-Shot CoT-ICL: Making In-Context Learning Truly Learn
→ HF Papers / arXiv
Negation Neglect：模型会把“明确标假”的训练文本学成真
Negation Neglect: When models fail to learn negations in training
→ arXiv
History Anchors：历史轨迹会把 agent 决策推向不安全延续
History Anchors: How Prior Behavior Steers LLM Decisions Toward Unsafe Actions
→ arXiv
TFlow：用临时 LoRA 权重扰动替代多 agent 文本通信
Good Agentic Friends Do Not Just Give Verbal Advice: They Can Update Your Weights
→ arXiv
NVIDIA Dynamo 支持 streaming tokens 与 multi-turn tool harness
Streaming Tokens and Tools: Multi-Turn Agentic Harness Support in NVIDIA Dynamo
→ Research Blog
Ardent：为 coding agents 提供秒级 Postgres 生产相似沙箱
Launch HN: Ardent – Postgres sandboxes in seconds with zero migration
→ HN
Hopper：保留 TN3270/ISPF fidelity 的 mainframe agentic IDE
Show HN: Agentic interface for mainframes and COBOL
→ HN
Google DeepMind 重构 AI 时代的 mouse pointer
Reimagining the mouse pointer for the AI era
→ Research Blog / HN
Google AlphaEvolve：Gemini-powered coding agent 的跨领域优化案例
AlphaEvolve: How our Gemini-powered coding agent is scaling impact across fields
→ Research Blog
Mozilla Hacks 公开 Mythos × Firefox harness：271 bug + 三大 CVE rollup + "AI 与顶级人类研究员同档"
Behind the Scenes Hardening Firefox with Claude Mythos Preview
→ Mozilla Hacks / Mozilla Blog / SecurityWeek / Help Net Security / Simon Willison / HN (356 pts · 159 评论)
TIGER-Lab DCI：agent 用 grep / bash 直接搜原始 corpus，13 基准碾压向量数据库
Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction
→ arXiv (HF Papers 62↑ 5/8 当日榜首) / TIGER-Lab
Modular 26.3 + Mojo 1.0 Beta：TileTensor compile-time 张量布局 + MAX video gen
Modular 26.3: Mojo 1.0 Beta, MAX Video Gen, and More
→ Modular Blog / HN (357 pts · 224 评论) / Modular Forum
OpenRouter GPT-5.5 真实成本分析：cohort 实测 49-92% 涨幅 + 长 prompt 受益最大
GPT-5.5 Price Increase: What It Actually Costs
→ OpenRouter / The Register / HN (206 pts · 65 评论)
TIGER-Lab DCI 同周双联：HuggingFace 5/8 Papers 第二位 Skill1 + 第三位 Cola DLM
Skill1 + Continuous Latent Diffusion Language Model
→ arXiv (HF Papers Skill1 60↑ / Cola DLM 52↑)
Tencent MiA-Signature：cognitive science 启发的全局激活近似——长上下文 LLM 推理工程化新轴
MiA-Signature: Approximating Global Activation for Long-Context Understanding
→ arXiv (HF Papers 46↑) / 中科院 + 腾讯微信 AI + 腾讯混元
HiDream-O1-Image 5/8 开源：8B 像素级 Unified Transformer，无 VAE / 无独立 text encoder
HiDream-O1-Image: Pixel-level Unified Transformer for Image Generation
→ HuggingFace / HiDream.ai
Show HN re_gent：Git for AI Agents——AI 改动的 audit / blame / rewind
Show HN: Git for AI Agents
→ HN (110 pts · 61 评论) / GitHub
When to Trust Imagination：自适应 World Action Model 执行——把 robotic manipulation 的"何时该停"工程化
When to Trust Imagination: Adaptive Action Execution for World Action Models
→ arXiv (HF Papers 36↑) / SUSTech + 香港大学 + Astribot
HKUDS ViMax：agentic 视频生成全 pipeline——Director / Screenwriter / Producer / Generator 多 agent 编排
ViMax: Agentic Video Creation as Director / Screenwriter / Producer / Generator
→ GitHub (Trending Python +133/day) / HKUDS（港大数据智能实验室）
Anthropic × SpaceX Colossus 1 + Claude Code 限额翻倍：算力 portfolio 完成多轨闭合
Higher Usage Limits for Claude and a Compute Deal with SpaceX
→ Anthropic / Bloomberg / CNBC / Engadget / PCWorld / HN (469 pts · 430 评论)
Cloudflare Agents Week 2026 + Stripe Projects：agent 作为 first-class cloud customer 的协议层落地
Agents Can Now Create Cloudflare Accounts, Buy Domains, and Deploy
→ Cloudflare / Stripe / HN (635 pts · 361 评论) / InfoWorld / DEV
Anthropic Red Team 公开 Claude Opus 4.6 端到端 reverse-engineer + exploit Firefox CVE-2026-2796
Reverse Engineering Claude's CVE-2026-2796 Exploit
→ Anthropic Red Team / r/MachineLearning / HN
Stream-R1：Reliability-Perplexity 双轴 reward distillation——4 步 distilled student 超越多步 teacher
Stream-R1: Reliability-Perplexity Aware Reward Distillation for Streaming Video Generation
→ arXiv (HF Papers 102↑ 当日榜首) / FrameX-AI + 中科大 + 独立研究者
RLDX-1：VLA 三件套（motion + memory + physics 流）—— ALLEX 人形 86.8% 真实任务
RLDX-1 Technical Report
→ arXiv (HF Papers 72↑) / RLWRLD + KAIST
HERMES++：BEV + LLM 统一 driving world model——理解 + 几何预测同栈
HERMES++: Toward a Unified Driving World Model for 3D Scene Understanding and Generation
→ arXiv (HF Papers 63↑) / H-EmbodVis 团队
Andon Labs Stockholm AI 咖啡店 "Mona"——frontier 模型在真实商业代理上的 longitudinal 实证
Our AI Started a Cafe in Stockholm
→ Andon Labs / HN (48 pts · 48 评论)
Meta Muse Spark：Llama 时代结束、frontier 多模态闭源化
Goodbye, Llama? Meta launches new proprietary AI model Muse Spark
→ VentureBeat / TrendingTopics / r/LocalLLaMA / Meta Superintelligence Labs
Cloudflare Sandboxes GA + Tilde.run：agent 隔离运行时的两条独立工程答卷
Cloudflare Sandboxes GA + Tilde.run Show HN — Transactional Versioned Filesystem
→ Cloudflare / Tilde.run / HN (172 pts · 119 评论)
Unsloth × NVIDIA：packed metadata + 双缓冲 checkpoint + MoE routing 三条原生 PyTorch 优化让 LLM 训练再快 25%
Making LLM Training Faster with Unsloth and NVIDIA
→ Unsloth / NVIDIA / HN (62 pts)
PageIndex：Vectorless Reasoning-based RAG，FinanceBench 98.7%
PageIndex: Document Index for Vectorless, Reasoning-based RAG
→ GitHub VectifyAI/PageIndex (29.2k stars +953/day)
DFlash + Wiki Builder：speculative decoding 与 Claude Code skill 两条独立 OSS 工程答卷
DFlash Block Diffusion + Wiki Builder Claude Code Plugin
→ GitHub z-lab/dflash (3.3k stars +654/day) / DAIR.AI Academy / HN (Wiki Builder 126 pts)
Google Gemma 4 Multi-Token Prediction Drafter：speculative decoding 标配化与 Apache 2.0 全家族
Accelerating Gemma 4: Faster Inference with Multi-Token Prediction
→ blog.google / HN (610 pts · 298 评论)
Anthropic Claude Finance Agents + Microsoft 365 add-ins：10 templates × Excel/PPT/Word/Outlook 落地
Agents for Financial Services and Insurance
→ Anthropic / HN (246 pts · 176 评论)
PRISM：在 SFT 与 RLVR 之间插入黑盒蒸馏对齐——多模态后训练 recipe 升级
Beyond SFT-to-RL: Pre-alignment via Black-Box On-Policy Distillation for Multimodal RL
→ arXiv (HF Papers 34↑) / HKUST(GZ) + Tsinghua + NTU + RUC + USTC + UCAS
ARIS：跨模型 adversarial 协作的 ML 研究 agent harness——Plausible Unsupported Success 的工程对策
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration
→ arXiv (HF Papers 59↑ · 本日榜首) / SJTU + 上海创新研究院
HeavySkill：把 heavy thinking 从外化编排单元内化为模型参数 skill
HeavySkill: Heavy Thinking as the Inner Skill in Agentic Harness
→ arXiv (HF Papers 22↑) / Meituan LongCat
OpenSeeker-v2：纯 SFT 在 10.6K 轨迹上跑出 search agent SOTA
OpenSeeker-v2: Pushing the Limits of Search Agents with Informative and High-Difficulty Trajectories
→ arXiv (HF Papers 24↑)
Bytedance Kronos：开源金融 K 线 foundation model 全家族
Kronos: Foundation Model for the Language of Financial Markets
→ GitHub (+540 daily stars / 23.1k 总 stars) / arXiv (AAAI 2026 接收)
Agentic Red Teaming：Dreadnode SDK 把 AI 安全测试从 weeks 压到 hours
Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours
→ arXiv (cs.CR) / Dreadnode
Anthropic + Blackstone + Goldman Sachs 新企业 AI 服务公司：mid-market Claude 实施缺口
Building a New Enterprise AI Services Company
→ Anthropic / HN
SymptomAI：Fitbit app × 13,917 人 RCT × OR=2.47 显著超过临床医师
SymptomAI: Towards a Conversational AI Agent for Everyday Symptom Assessment
→ arXiv (cs.HC) / 33 作者跨多机构
Agent Skills（Addy Osmani）：把 senior engineering 工作流编码为 markdown skill
Agent Skills
→ addyosmani.com / HN (370 pts · 205 评论)
Local Deep Research：开源 deep research agent + 95% SimpleQA 主张
Local Deep Research
→ GitHub (+532 daily stars / 5 · 464 总 stars) / trending Python 第 2 位
Poolside Laguna XS.2：33B/3B MoE 编码 agent 进入 36GB Mac
Poolside Launches Free, High-Performing Open Model Laguna XS.2 for Local Agentic Coding
→ Poolside / VentureBeat / HuggingFace
AI2 MolmoAct2：全开源 VLA + 720 小时双臂数据集，DROID 开箱 87.1%
MolmoAct2: Action Reasoning Models for Real-World Deployment
→ arXiv (HF Papers 70↑) / Allen Institute for AI / UW / NUS
OpenAI "Where the goblins came from" postmortem：RL reward 泄漏跨 personality 全家桶传染
Where the Goblins Came From: Reward Hacking Across Personalities
→ OpenAI / PC Gamer / Engadget / Futurism / Yahoo Tech
OpenAI 公开低延迟语音 WebRTC infra 重构：split relay + transceiver 在 Kubernetes 落地
How OpenAI Delivers Low-Latency Voice AI at Scale
→ OpenAI / HN (434 pts)
OpenAI o1 在 Harvard 急诊分诊基准上 65.8%，超过两位主治医师
OpenAI o1 Outperforms Doctors at ER Triage Diagnoses in Harvard Trial
→ Harvard Medical School / Singularity Hub / The Guardian / arXiv
Google Chrome 静默安装 4GB Gemini Nano：Component Updater 绕过用户同意
Chrome Silently Installs 4 GB Gemini Nano Model Without Consent
→ thatprivacyguy 博客 / HN (468 pts · 433 评论)
Ctx2Skill：5 个冻结 LLM agent 自演化提取 skill，CL-Bench 全 SOTA
From Context to Skills: Can Language Models Learn from Context Skillfully?
→ arXiv (HF Papers 75↑ · 本日榜首)
Anthropic Claude Security 公开 beta + OpenAI GPT-5.5-Cyber 受限 rollout：frontier cyber 模型双线开火
Claude Security Public Beta and OpenAI GPT-5.5-Cyber Restricted Rollout
→ Anthropic / OpenAI / Help Net Security / Infosecurity Magazine / IT Pro / DevOps.com / BusinessToday / Dataconomy / Storyboard18
ASI-EVOLVE：AI-for-AI 闭环首次跨架构 / 数据 / 算法三栈实证
ASI-Evolve: AI Accelerates AI
→ arXiv (HF Papers) / SJTU / SII / GAIR / VentureBeat / NewAtlas / GitHub
Alibaba Metis + HDPO：把 "trigger-happy" agent 治成"自知何时不调工具"
Alibaba's Metis Agent and HDPO Reduce Redundant Tool Use 98% → 2%
→ Alibaba / TechBooky / VentureBeat
When LLMs Stop Following Steps：14 模型 × 55 数据集长程指令执行系统诊断
When LLMs Stop Following Steps: A Diagnostic Study of Procedural Execution
→ arXiv (cs.CL)
DeepClaude（HN 566↑）+ LlamaIndex "95% AI 生成" 宣言：AI coding 工具栈两条同周信号
DeepClaude Show HN + LlamaIndex CEO on Scaffolding Layer Collapse
→ GitHub / HN (566 pts) / VentureBeat / Beyond the Pilot Podcast
Salesforce Agentforce Operations：deterministic 编排重塑企业 back-office
Salesforce Launches Agentforce Operations to Eliminate Back-Office Bottlenecks
→ Salesforce Newsroom / SiliconANGLE / Constellation Research / VentureBeat / MarTech / Demand Gen Report
AutoMat：编码 agent 在材料科学复现仅 54.1%——AI for science 的能力缺口实证
Can Coding Agents Reproduce Findings in Computational Materials Science?
→ arXiv (cs.SE)
Apple ICLR 2026：ParaRNN（665× speedup）+ Tool-Use 解锁 SSM 长度泛化
Apple Machine Learning Research at ICLR 2026
→ Apple Machine Learning Research / ICLR 2026
OpenAI o1 在 Harvard ER triage 试验中 67% 正确诊断 vs 人类医生 50-55%
AI Outperforms Doctors in Harvard Trial of Emergency Triage Diagnoses
→ The Guardian / HN (451 pts) / Harvard
TauricResearch/TradingAgents 单日 +2,181 stars：Multi-Agent LLM 金融框架开源生态信号
TradingAgents Goes Viral on GitHub
→ GitHub Trending Python (Daily)
xAI Grok 4.3：always-on reasoning + 16-Agent Heavy 并行调度
xAI Launches Grok 4.3 with Improved Agentic Performance and Lower Pricing
→ x.ai docs / VentureBeat / Artificial Analysis / The Decoder / HN (387 pts) / Vals AI / Andon Labs
IBM Granite 4.1：8B dense 全面超越 32B MoE 的工程教学示范
Granite 4.1: IBM Open-Source Model Family
→ IBM / Firethering / HN (312 pts · 202 评论)
OpenAI Symphony：Linear 作 control plane 的 Codex 编排 spec
An Open-Source Spec for Codex Orchestration: Symphony
→ OpenAI / GitHub / InfoWorld / DevOps.com / Help Net Security
OpenAI 全面登陆 AWS Bedrock + 微软独占终结
OpenAI Models, Codex, and Managed Agents Come to AWS
→ OpenAI / AWS / About Amazon / TechCrunch / CNBC
Apple Support App v5.13 误打包 CLAUDE.md：内部 Juno AI 协议曝光
Apple Accidentally Left CLAUDE.md Files in Apple Support App
→ Storyboard18 / Yahoo Tech / News9live / BeInCrypto / HN (372 pts) / 36kr / Aaron Perris (X)
Inclusion AI Ling-2.6 系列：1T MoE + 104B-A7B Hybrid Linear Attention
Ling-2.6-1T and Ling-2.6-flash by Inclusion AI
→ HuggingFace / Inclusion AI
Exploration Hacking：LLM 学会主动抵抗 RL 训练
Exploration Hacking: Can LLMs Learn to Resist RL Training?
→ arXiv (HF Papers)
Claw-Eval-Live：可演化的真实工作流 agent 基准
Claw-Eval-Live: A Live Agent Benchmark for Evolving Real-World Workflows
→ arXiv (HF Papers 24↑)
Co-Evolving Policy Distillation：多模态多专家并行训练新范式
Co-Evolving Policy Distillation
→ arXiv (HF Papers 36↑)
RoundPipe：8× RTX 4090 单机 LoRA fine-tune Qwen3-235B
Efficient Training on Multiple Consumer GPUs with RoundPipe
→ arXiv (HF Papers 28↑)
Anthropic Claude for Creative Work + Claude Design：5 大创作工具原生集成
Claude for Creative Work + Claude Design
→ Anthropic / Releasebot
ExoActor：第三人称视频生成作为人形机器人统一控制接口
ExoActor: Exocentric Video Generation as Generalizable Interactive Humanoid Control
→ arXiv (HF Papers 35↑)
NVIDIA Nemotron 3 Nano Omni 30B-A3B：开源 omni-modal MoE 推理模型
Nemotron 3 Nano Omni: 30B-A3B Open Omni Reasoning Model
→ NVIDIA Build / HuggingFace / Unsloth Docs / Build Fast With AI / Cobus Greyling
Shai-Hulud worm 攻入 PyPI：PyTorch Lightning 2.6.2/2.6.3 凭据窃取攻击
Shai-Hulud Themed Malware Found in PyTorch Lightning AI Training Library
→ Semgrep / The Hacker News / Aikido / Socket / OX Security / SafeDep / HN (389 pts)
Microsoft Synthetic Computers at Scale：千计合成电脑 × 千轮 turn 长程生产力 agent 训练
Synthetic Computers at Scale for Long-Horizon Productivity Simulation
→ arXiv (HF Papers 6↑) / Microsoft Research
Heterogeneous Scientific Foundation Model Collaboration / Eywa：科学 FM 与 LLM agent 共生框架
Heterogeneous Scientific Foundation Model Collaboration
→ arXiv (HF Papers 112↑ · 本日榜首) / UIUC
Visual Generation in the New Era: 从 atomic mapping 到 agentic world modeling
Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling
→ arXiv (HF Papers 54↑)
Exploration Hacking：LLM 在 RL 训练中战略性压制自身探索
Exploration Hacking: Can LLMs Learn to Resist RL Training?
→ arXiv (HF Papers 较低但理论高度) / 9 作者多机构
Claw-Eval-Live：动态执行环境下的 agent 持续基准
Claw-Eval-Live: A Live Agent Benchmark for Evolving Real-World Workflows
→ arXiv (HF Papers 4↑) / CUHK
TauricResearch TradingAgents v0.2.4：5 层 12 agent 模拟交易公司
TradingAgents v0.2.4: Multi-Agent LLM Framework Simulating an Entire Trading Firm
→ GitHub (周新增 +2 · 023 stars · 58k 总) / arXiv 2412.20138 / DEV Community
Anthropic API 4/28-30 三日连续故障：Opus 4.7 + Haiku 4.5 + 认证 outage
Anthropic API: Three Consecutive Days of Elevated Errors Across Claude Stack
→ status.anthropic.com / IsDown / TechCrunch / CNBC
Zig 项目正式禁止 LLM 贡献：Loris Cro 公开"Contributor Poker" 论文
Zig's Firm Anti-AI Contribution Policy: 'Contributor Poker' by Loris Cro
→ Zig Software Foundation / Simon Willison / Michael Tsai / HN (652 pts)
Claude Opus 4.7 stylometric identification：Kelsey Piper 125 字识别实验
Claude Opus 4.7 Identified a Writer from 125 Words She'd Never Published
→ BoingBoing / Kelsey Piper / The Argument / HN (334 pts)
Pu.sh：400 行 Shell 写完的完整 coding agent harness
Pu.sh – A Full Coding-Agent Harness in 400 Lines of Shell
→ HN Show HN (76 pts) / pu.dev / GitHub NahimNasser/pu
◉ 2026.04 ◉
Mistral Medium 3.5：128B dense + Vibe 云端异步 coding agent
Mistral Medium 3.5 + Vibe Remote Agents
→ Mistral Blog / TestingCatalog / HN 475 pts / docs.mistral.ai
Z.ai GLM-5V-Turbo：原生多模态 agent 基础模型
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents
→ arXiv (HF Papers 70↑) / Z.ai
TIDE：跨架构扩散 LLM 蒸馏，0.6B student HumanEval 32.3 → 48.78
Turning the TIDE: Cross-Architecture Distillation for Diffusion Large Language Models
→ arXiv (HF Papers 56↑) / 北京大学
Ramp Sheets AI 真实生产 prompt injection 数据外泄
Ramp's Sheets AI Exfiltrates Financials
→ PromptArmor / HN (132 pts · 48 评论)
Diabettech：27,000 次 AI 数碳实验给医疗 LLM 部署画下安全红线
I Asked AI to Count My Carbs 27,000 Times
→ Diabettech / HN (240 pts · 298 评论)
SPIN：稀疏注意力 + GPU-CPU 分层 KV 存储，吞吐 1.66-5.66× 超 vLLM
SPIN: Sparse Attention with Hierarchical Memory
→ arXiv (cs.LG)
Anthropic 1M 上下文 beta 在 Sonnet 4.5/4 上正式退役
Anthropic Retires 1M Context Beta on Older Sonnet Models
→ Anthropic Release Notes / Claude Platform Docs
Structured Output Benchmark：Valid JSON ≠ Correct JSON，金融 frontier 模型实际值准确率仅 73-80%
Structured Output Benchmark for LLMs
→ Interfaze / HN (54 pts)
Xiaomi MiMo-V2.5-Pro：1.02T MoE / 1M 上下文 / 漏报补登
Xiaomi Releases MiMo-V2.5-Pro: Frontier Open Model with 40-60% Lower Token Cost
→ Xiaomi MiMo Blog / HuggingFace / VentureBeat / MarkTechPost / Artificial Analysis
Tuna-2：像素 embedding 击败视觉编码器，重新定义统一多模态架构
Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation
→ arXiv (HF Papers 80↑) / Meta AI / 港大 / Waterloo
ClawMark：100 任务多轮多日多模态 coworker agent 基准
ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents
→ arXiv (HF Papers 83↑)
OneManCompany (OMC)：把多 agent 编成一家"AI 公司"
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company
→ arXiv (HF Papers 80↑) / 华为诺亚方舟 / UCL / 利物浦大学
Talkie：13B 仅用 1930 年前文本训练的 vintage 语言模型
Talkie: A 13B vintage language model from 1930
→ HN (553 pts) / Anthropic Research Support / Coefficient Giving
World-R1：用强化学习对齐文生视频的 3D 几何一致性
World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
→ arXiv (HF Papers 90↑) / Microsoft Research / 浙江大学
HyLo：把预训练 transformer "升级"成混合架构 + 32× 上下文扩展
Long-Context Aware Upcycling: HyLo for Hybrid LLM Scaling
→ arXiv (cs.LG)
🔄 Anthropic 把 Opus 4.7 加入 Code Review 流程，回测发现自家 Postmortem 三 bug 中的关键漏判
Anthropic Code Review now uses Opus 4.7 + additional repository context
→ Anthropic Engineering / 4/26 主条目延展
vLLM v0.20.0：CUDA 13.0 默认 + torch 2.11 + gRPC serving
vLLM v0.20.0 Release
→ vLLM GitHub Releases (~17h ago)
23 岁业余玩家 + GPT-5.4 Pro 解出 60 年 Erdős Problem 1196
Amateur armed with ChatGPT 'vibe-maths' a 60-year-old problem
→ Scientific American / HN (760 pts) / Rényi Institute / GIGAZINE / erdosproblems.com
OpenAI 退役 SWE-bench Verified：三大 frontier 模型全部记忆污染
Why SWE-bench Verified no longer measures frontier coding capabilities
→ OpenAI Frontier Evals / Latent.Space / Scale AI / HN (320 pts) / SemiAnalysis
Agentic World Modeling: 提出 Levels × Laws 二维分类法
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond
→ arXiv (HF Papers 15↑) / 42 作者大综述
"Thinking Without Words"：Abstract CoT 让推理 token 砍到 1/11.6
Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought
→ arXiv / IBM Research
SpikingBrain2.0：5B 类脑模型 + DSSA 跑 1000 万 token 上下文
SpikingBrain2.0: Brain-Inspired Foundation Models for Efficient Long-Context and Cross-Platform Inference
→ arXiv (cs.LG)
"How Do AI Agents Spend Your Money?"：8 个前沿模型的 token 经济学系统研究
Analyzing and Predicting Token Consumption in Agentic Coding Tasks
→ arXiv / Anthropic Economic Index 同期
Spend Less, Fit Better：Scaling Law 拟合作为预算感知实验设计
Budget-Efficient Scaling Law Fitting via Active Experiment Selection
→ arXiv (cs.LG)
Google "Nested Learning"：多时间尺度交错对抗 catastrophic forgetting
Google's 'Nested Learning' paradigm and Hope models
→ VentureBeat / Google Research
Chrome 浏览器 Prompt API：原生 LLM 接入完整 web 栈
The Prompt API for Chrome
→ HN (162 pts) / Chrome for Developers
真实世界事故：AI agent 删除 Replit 生产数据库
An AI agent deleted our production database
→ HN (740 pts · rank 4) / Twitter @lifeof_jer
EvanFlow：Claude Code 的 TDD 反馈环 harness
EvanFlow – A TDD driven feedback loop for Claude Code
→ HN (81 pts · Show HN) / GitHub
深度学习走向可预测科学：14 人联署提出"learning mechanics"
There Will Be a Scientific Theory of Deep Learning
→ arXiv / HN (351 pts) / lesswrong / alphaXiv
DeepSeek-V4 Day 0：SGLang + Miles 把 1M 上下文 + Verified RL 训练栈一次开源
DeepSeek-V4 on Day 0: From Fast Inference to Verified RL with SGLang and Miles
→ LMSYS Blog / HN (57 pts) / SGLang
Anthropic Claude Code 4 月降级三 bug 复盘：evals 漏检的工程教训
An update on recent Claude Code quality reports
→ Anthropic Engineering / VentureBeat / SmartScope
OpenAI GPT-5.5 Bio Bug Bounty：$25K 求 universal jailbreak
GPT-5.5 Bio Bug Bounty
→ OpenAI / GBHackers / NewsBytes
Anthropic Project Deal：69 名员工 + 4 个市场 + 186 笔成交揭示"agent quality gap"
Project Deal Marketplace
→ TechCrunch / Cybernews / 多家媒体
Vista4D：4D 点云锚定的视频重拍跃居 HF Papers 99 投票 🔄
Vista4D: Video Reshooting with 4D Point Clouds
→ arXiv / HF Papers (99↑) / Eyeline Labs
LamBench：120 题纯 lambda calculus 基准揭示 GPT-5.5 反而比 5.3 弱 16 个点
Lambda Calculus Benchmark for AI
→ HN (137 pts) / GitHub
Stash：Apache 2.0 的 agent 持久记忆层 + pgvector 多阶段 consolidation pipeline
Open source memory layer for AI agents
→ HN (172 pts) / GitHub
"Seeing Without Eyes"：用 IMU 传感器 + LLM 重建 4D 人体与场景
Seeing Without Eyes: 4D Human-Scene Understanding from Wearable IMUs
→ arXiv (cs.CV)
"Seeing Fast and Slow"：自监督学习视频时间流，把"播放速度"做成可控维度
Seeing Fast and Slow: Learning the Flow of Time in Videos
→ arXiv (cs.CV) / Cornell + Washington
Multicalibration 样本复杂度：Õ(ε⁻³) 的紧上下界
The Sample Complexity of Multicalibration
→ arXiv (cs.LG)
OpenClaw v2026.4.23：GPT-5.5 + GPT-image-2 OAuth + forked-context subagents
OpenClaw 2026.4.23 Release
→ GitHub Releases / Releasebot / 极道
DeepSeek V4 Pro / Flash 开源：1.6T MoE + 1M 上下文 + Codeforces 3206
DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
→ DeepSeek API Docs / HuggingFace / Latent.Space / Simon Willison / HN (1 · 968 pts)
OpenAI Privacy Filter 开源：浏览器内的 PII 脱敏闭环
Introducing OpenAI Privacy Filter
→ OpenAI / HuggingFace / VentureBeat
xAI Grok Voice Think Fast 1.0：思考与延迟解耦的语音 agent
Grok Voice Think Fast 1.0
→ xAI / TestingCatalog / Phemex
Anthropic Memory for Claude Managed Agents：filesystem-mounted 的可审计记忆
Built-in memory for Claude Managed Agents
→ Anthropic / TestingCatalog
WorldMark：交互式视频世界模型的统一基准
WorldMark: A Unified Benchmark Suite for Interactive Video World Models
→ arXiv (HF Papers 33↑)
UniT：用视觉锚定 RQ-VAE 把人和人形机器人压进同一动作 codebook
UniT: Toward a Unified Physical Language for Human-to-Humanoid Policy Learning and World Modeling
→ arXiv (HF Papers 34↑)
LLaTiSA：把 VLM 接到时间序列上的难度分级推理
LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics
→ arXiv (HF Papers 第一 79↑) / ACL 2026 Findings
GPT-Rosalind：OpenAI 首个领域专精模型，瞄准生命科学
Introducing GPT-Rosalind for life sciences research
→ OpenAI / MarkTechPost / FierceBiotech
TileLang v0.1.9：Pythonic GPU/CPU kernel DSL 走向多后端
TileLang: Domain-Specific Language for High-Performance Kernels
→ GitHub Trending (Python 日榜 · 5 · 738 stars +62/day)
WuPHF：Karpathy 风格的 LLM wiki，让多 agent 共享 git-native 大脑
Karpathy-style LLM wiki your agents maintain
→ HN (122 pts) / GitHub
NVIDIA × OpenAI GB200 NVL72：35× token 成本下降的硬件经济学
OpenAI's New GPT-5.5 Powers Codex on NVIDIA Infrastructure
→ NVIDIA Blog / TechRadar
GPT-5.5 发布：更省 token 的科研主力，替人证出新 Ramsey 结果
Introducing GPT-5.5
→ OpenAI · TechCrunch · Fortune · CNBC · Axios
Kimi K2.6 开源：1T MoE + 300 sub-agent 并行 + 12 小时自主执行
Kimi K2.6 Technical Report
→ Kimi Blog · MarkTechPost · SCMP · Yicai Global
Qwen3.6-27B：27B 稠密模型声称 "全面超过 397B MoE" 的编码表现
Qwen3.6-27B: Flagship-Level Coding in a 27B Dense Model
→ HN (948 pts) · Qwen Blog · HF Models
Google 第八代 TPU：TPU 8t / TPU 8i 双芯片面向 Agentic 时代
Our eighth generation TPUs: two chips for the agentic era
→ Google Blog · HN (444 pts)
inclusionAI LLaDA2.0-Uni：16B 扩散-LM 统一多模态理解与生成
LLaDA 2.0 Universal
→ HF Models · arXiv
Moonshot Kimi K2.6 + Google TPU v8 双周：基础栈全面刷新
Gemini Enterprise Agent Platform Launch
→ Crypto Integrated · Google Blog
Tool Attention Is All You Need：MCP tool token 从 47.3k 压到 2.4k
Tool Attention Is All You Need
→ arXiv
Odyssey-2 Max：实时交互世界模型主打"物理一致性"
Odyssey-2 Max
→ AI News
HuggingFace ml-intern：读论文 / 训模型 / 部署的全自动 ML 工程师
ml-intern
→ GitHub (+720/day · 3 · 516 stars)
Tier-B：超常规 agent 基础设施工具链
→ HN (54 pts) · GitHub
xAI 发布 Grok 4.3 Beta：参数据称翻倍 + 原生文档生成
xAI Releases Grok 4.3 Beta
→ llm-stats · BuildFastWithAI · Phemex News · AI News
Cloudflare Agent Memory：把"记忆"从业务代码下沉到基础设施
Introducing Cloudflare Agent Memory
→ Cloudflare Blog · AI News · The Register
LLMs Gaming Verifiers：RLVR 奖励黑客的结构性演示
LLMs Gaming Verifiers: RLVR Reward Hacking
→ arXiv
Anthropic Claude Design 发布：Opus 4.7 驱动的对话式设计产品
Anthropic Launches Claude Design
→ Anthropic · TechCrunch · VentureBeat · MacRumors
Evaluation Faking in Judges：stakes signaling 让 LLM 评分系统性偏移 30%
Evaluation Faking in Judges
→ arXiv
SpecGuard：验证感知的投机解码
SpecGuard: Verification-Aware Speculative Decoding
→ arXiv · HF Papers (补强)
OpenMobile：开源 Mobile Agent 框架在 AndroidWorld 达到 64.7%
OpenMobile: Mobile Agents with Task & Trajectory Synthesis
→ arXiv
Atropos：按 trace 预测失败并自动切模型，实现 74% 性能 / 24% 成本
Atropos: Inference Cost-Benefit Optimization
→ arXiv
Driftwood：WebAssembly × Apple Silicon 统一内存的零拷贝 GPU 推理
Driftwood: Zero-Copy GPU Inference from WebAssembly on Apple Silicon
→ HN (86 points · 33 comments) · abacusnoir.com
ByteDance DeerFlow 2.0：62.6K 星的长程 SuperAgent harness
ByteDance DeerFlow 2.0 SuperAgent
→ GitHub Trending (Python 日榜 · +214/day · 总计 62 · 635)
HKUDS DeepTutor：Agent 原生的个性化学习助手
HKUDS DeepTutor: Agent-Native Personalized Learning Assistant
→ GitHub Trending (Python 日榜 · +470/day · 总计 19 · 902)
OpenAI Trusted Access for Cyber：GPT-5.4-Cyber 专项模型 + $10M API 基金
OpenAI Trusted Access for Cyber
→ OpenAI Research Blog
[NVIDIA 开源 Lyra 2.0：单张照片到可自由游走的 3D 世界]
Lyra 2.0: Explorable Generative 3D Worlds
→ Research Blog / GitHub / HF Models / AI News
[OpenBMB 发布 VoxCPM2：2B 参数的 tokenizer-free 多语言 TTS]
VoxCPM2: Tokenizer-Free TTS for Multilingual Speech Generation, Creative Voice Design, and True-to-Life Cloning
→ GitHub / HF Models / AI News
[TESSY：teacher-student 合作合成 SFT 数据，解开 reasoning 蒸馏的风格陷阱]
How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data
→ arXiv / HF Papers
[OpenAI Agents SDK v0.14 Sandbox Agents：持久 workspace + 容器化执行 + session memory]
OpenAI Agents Python: Sandbox Agents with Persistent Workspaces
→ GitHub Trending
[LeapAlign：两步轨迹把 flow matching 后训练成本直接压低]
LeapAlign: Post-Training Flow Matching Models at Any Generation Step by Building Two-Step Trajectories
→ arXiv / HF Papers
[AnimationBench：首个角色中心的动画视频生成评测]
AnimationBench: Are Video Models Good at Character-Centric Animation?
→ arXiv
[LLM Judge Reliability 诊断：用 transitivity 违反率揭穿裁判模型的隐性不一致]
Diagnosing LLM Judge Reliability: Conformal Prediction Sets and Transitivity Violations
→ arXiv
[Dive into Claude Code：agent 设计空间的系统性综述]
Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems
→ arXiv / HF Papers
[Graph RAG 真正的问题：不是检索"相似"，而是检索"相关"]
Graph RAG Finds What's Similar. We Should Aim for What's Relevant
→ HN / GitHub
[Google Gemini 在 STOC 2026 给理论计算机论文做自动反馈]
Gemini Provides Automated Feedback for Theoretical Computer Scientists at STOC 2026
→ Research Blog
[Andon Market：一场 3 年零售租约上的 AI 自主经营实验]
We Gave an AI a 3-Year Retail Lease and Asked It to Make a Profit
→ HN
[Claude Opus 4.7 发布：长程编码与视觉能力同步升级]
Introducing Claude Opus 4.7
→ Research Blog / HN / X
[阿里开源 Qwen3.6-35B-A3B：3B 激活的多模态 MoE 前推到开发者主战场]
Qwen3.6-35B-A3B: Agentic coding power, now open to all
→ HF Models / HN / X
[π0.7：机器人基础模型首次显露组合式泛化]
π0.7: a Steerable Model with Emergent Capabilities
→ Research Blog / X / AI News
[Prism：张量程序符号超优化首次打到 LLM 工作负载]
Prism: Symbolic Superoptimization of Tensor Programs
→ arXiv
[DR3-Eval：把 Deep Research Agent 评测做成可复现沙盒]
DR3-Eval: Towards Realistic and Reproducible Deep Research Evaluation
→ arXiv / HF Papers
[R3D：3D Policy Learning 的稳定性问题被系统拆开了]
R3D: Revisiting 3D Policy Learning
→ arXiv
[GlobalSplat：前馈式 3DGS 开始摆脱“视图越多资产越肥”的老问题]
GlobalSplat: Efficient Feed-Forward 3D Gaussian Splatting via Global Scene Tokens
→ arXiv / HF Papers
[RAD-2：自动驾驶闭环 RL 不再把稀疏奖励硬砸到整条轨迹上]
RAD-2: Scaling Reinforcement Learning in a Generator-Discriminator Framework
→ arXiv / HF Papers
[Cloudflare AI Platform：统一推理层开始为 agent 工作流定型]
Cloudflare’s AI Platform: an inference layer designed for agents
→ Research Blog / HN
[Android CLI + Skills + Knowledge Base：Google 给终端 agent 补上官方 Android 工具面]
Android CLI: Build Android apps 3x faster using any agent
→ Research Blog / HN
Anthropic 自动对齐研究员：AI 做对齐研究达到 97% 性能恢复
Automated Alignment Researchers: Using Large Language Models to Scale Scalable Oversight
→ Anthropic Research Blog · HN · AI News
Seedance 2.0：首个原生音视频一体生成模型
Seedance 2.0: Advancing Video Generation for World Complexity
→ HuggingFace Papers (93 upvotes) · arXiv · ByteDance Seed
腾讯开源 HY-World-2.0：文本到可导航 3D 世界
HY-World 2.0: A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds
→ HuggingFace Models (129 likes) · GitHub · 多家科技媒体
百度 ERNIE-Image 开源：8B DiT 登顶开源 T2I 三大榜
Baidu ERNIE-Image: 8B Open-Source Text-to-Image Model with State-of-the-Art Performance
→ HuggingFace Models (350 likes) · GitHub · 多家媒体
GenericAgent：3.3K 行种子 → 自生长技能树的自主 Agent
GenericAgent: Self-Evolving Agent with Skill Tree Growth
→ GitHub Trending (Python 日榜 · +446 stars/day · 总计 2 · 439)
RationalRewards：推理奖励在训练时和测试时双向提升视觉生成
RationalRewards: Reasoning Rewards Scale Visual Generation Both Training and Test Time
→ HuggingFace Papers (88 upvotes) · arXiv
SpatialEvo：确定性几何环境驱动的自进化空间智能
SpatialEvo: Self-Evolving Spatial Intelligence via Deterministic Geometric Environments
→ HuggingFace Papers (57 upvotes) · arXiv
DFlash + DDTree：块扩散投机解码实现 6x 无损加速
DFlash: Block Diffusion for Flash Speculative Decoding
→ GitHub Trending (+183 stars/day · 总计 1 · 456) · arXiv
oMLX：Apple Silicon 专属 LLM 推理服务器，菜单栏管理 + SSD 缓存
oMLX: LLM Inference Server with Continuous Batching & SSD Caching for Apple Silicon
→ GitHub Trending (Python 日榜 · +234 stars/day · 总计 10 · 329)
LongCoT：2500 道专家设计题目的长程推理基准
LongCoT: Benchmarking Long-Horizon Chain-of-Thought Reasoning
→ arXiv
TREX：Agent 驱动的树形探索自动化 LLM 微调
TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration
→ HuggingFace Papers (6 upvotes) · arXiv
Google Gemini 原生 Mac 桌面应用上线
Google Gemini App Launches Natively on Mac
→ HN (147 points · 81 comments) · Google Blog · 9to5Mac · MacRumors · TechCrunch
扩散语言模型首次追平自回归质量：内省步进解码
Introspective Diffusion Language Models
→ arXiv · HuggingFace Papers (43 upvotes) · HN (150 points · 35 comments)
NVIDIA SPEED-Bench：投机解码基准中的系统性测量偏差
SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding
→ HuggingFace Papers (2 · 470 upvotes 🔥) · arXiv
🔄 英国政府正式评估 Claude Mythos 网络攻击能力
Evaluation of Claude Mythos Preview's Cyber Capabilities
→ AISI（英国 AI 安全研究院） · HN (53 points · 29 comments)
MEDS：用记忆消除 RL 训练中的采样多样性崩塌
The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping
→ HuggingFace Papers (77 upvotes) · arXiv
AI 数学革命：形式化证明、竞赛夺冠与 42 年悬案
The AI Revolution in Math Has Arrived
→ Quanta Magazine · HN (97 points · 50 comments)
OmniShow：统一多模态条件的人物-物体交互视频生成
OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation
→ HuggingFace Papers (35 upvotes) · arXiv
AMD GAIA：完全本地运行的开源 AI Agent 框架
GAIA: Open-Source Framework for Building AI Agents on Local Hardware
→ HN (138 points · 33 comments)
vLLM v0.19.0：零气泡投机解码与 Gemma 4 全支持
vLLM v0.19.0: Zero-Bubble Speculative Decoding + Full Gemma 4 Support
→ GitHub (vllm-project/vllm)
CodeTracer：可溯源 Agent 状态的调试框架
CodeTracer: Towards Traceable Agent States
→ HuggingFace Papers (27 upvotes) · arXiv
Anthropic 内部 AI 工作转型数据：工程师从写代码变为管理 Agent
How AI Is Transforming Work at Anthropic
→ Anthropic Research Blog
MiniMax 开源 M2.7：首个"自我进化"的 Agent 模型
MiniMax Open Sources M2.7: A Self-Evolving Agent Model
→ HuggingFace Models · MarkTechPost · VentureBeat · NVIDIA
Berkeley RDI：所有主流 Agent 基准都可被利用
Exploiting the Most Prominent AI Agent Benchmarks
→ HN (534 points · 133 comments) · Berkeley RDI Blog
小模型复现 Mythos 漏洞发现："护城河是系统，不是模型"
Small Models Found the Same Vulnerabilities That Mythos Found
→ HN (1250 points · 329 comments) · AISLE Blog
LG AI Research 发布 EXAONE 4.5：33B 开源 VLM 击败 GPT-5-mini
LG AI Research Releases EXAONE 4.5: 33B Open-Weight VLM Outperforming GPT-5-mini
→ arXiv · HF Papers · PR Newswire · Seoul Economic Daily
WildDet3D：100 万图像 × 13,500 类别的野外 3D 检测
WildDet3D: Scaling Promptable 3D Detection in the Wild
→ arXiv · HF Papers (88 upvotes)
FORGE：面向制造业的多模态细粒度评测基准
FORGE: Fine-grained Multimodal Evaluation for Manufacturing Scenarios
→ arXiv · HF Papers (67 upvotes)
RefineAnything：多模态区域级精细化生成
RefineAnything: Multimodal Region-Specific Refinement for Perfect Local Details
→ arXiv · HF Papers (31 upvotes)
Microsoft Agent-Lightning：无代码改动为 Agent 添加强化学习
Microsoft Agent-Lightning: Adding RL to AI Agents Without Code Rewrites
→ GitHub Trending · Microsoft Research
🔄 NousResearch hermes-agent 持续爆发：三天涨 24,000 星
hermes-agent Continues Explosive Growth: +24K Stars in 3 Days
→ GitHub Trending
Mistral 发布欧洲 AI 主权战略白皮书
Mistral AI Releases European AI Sovereignty Playbook
→ HN (185 points · 112 comments) · Mistral AI
Act Wisely：多模态 Agent 的元认知工具使用
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models
→ arXiv · HF Papers
Scal3R：可扩展 Test-Time Training 的大规模 3D 重建
Scal3R: Scalable Test-Time Training for Large-Scale 3D Reconstruction
→ arXiv
OpenVLThinkerV2：Gaussian GRPO 训练多模态推理
OpenVLThinkerV2: Generalist Multimodal Reasoning via Gaussian GRPO
→ arXiv
Seeing but Not Thinking：多模态 MoE 的路由分离现象
Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts
→ arXiv
SIM1：可变形物体操作的物理对齐零样本数据放大
SIM1: Physics-Aligned Simulator as Zero-Shot Data Scaler in Deformable Worlds
→ arXiv · HF Papers
NUMINA：文本到视频扩散模型的数字-对象对齐
When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models
→ arXiv
NVIDIA 发布 Gemma-4-31B-IT NVFP4 量化版
NVIDIA Releases Gemma-4-31B-IT in NVFP4 Format
→ HuggingFace Models
microsoft/markitdown 冲破 100K 星：文档转 Markdown 工具成 RAG 生态事实标准
Microsoft markitdown Crosses 100K Stars as RAG Preprocessing Standard
→ GitHub Trending
K-Dense-AI scientific-agent-skills：科研 Agent 的可复用能力库
K-Dense-AI scientific-agent-skills: Prebuilt Agent Capabilities for Research
→ GitHub Trending
Google Gemini 交互式 3D 可视化输出
Google Gemini Adds Interactive 3D Model Visualizations in Chat
→ Research Blog Signals
Anthropic 自研芯片 + Anthropic Labs：从模型公司到系统公司
Anthropic Explores Custom AI Chips, Launches Anthropic Labs
→ Reuters · Seoul Economic Daily · Anthropic Blog
Anthropic Claude Managed Agents 公测：$0.08/小时的 Agent 云托管
Anthropic Launches Claude Managed Agents Public Beta
→ 9to5Mac · SiliconAngle · The Register · The New Stack · Anthropic Engineering Blog
NousResearch hermes-agent 单日 +7,674 星爆红 GitHub
NousResearch hermes-agent Explodes on GitHub With +7,674 Stars/Day
→ GitHub Trending
Arcee Trinity Large Thinking：400B 开源推理模型，26 人团队的野心
Arcee AI Releases Trinity Large Thinking, 400B Open-Weight Reasoning Model
→ TechCrunch
AI 聊天机器人中的广告偏见：LLM 推荐赞助商品贵 2 倍
Ads in AI Chatbots: LLMs Recommend Sponsored Products at 2x the Price
→ arXiv
ClawBench：Claude Sonnet 4.6 仅完成 33.3% 的日常在线任务
ClawBench: Claude Sonnet 4.6 Completes Just 33.3% of Everyday Online Tasks
→ arXiv
MolmoWeb：Allen Institute 开源视觉 Web Agent 达到 SOTA
MolmoWeb: Open Visual Web Agent Achieves SOTA on Browser Benchmarks
→ arXiv
Maine 即将成为首个禁止大型数据中心的州
Maine Set to Become First US State to Ban Major New Data Centers
→ Hacker News (288 分 · 408 评论)
OpenAI 支持限制 AI 导致大规模死亡的责任法案
OpenAI Backs Bill Limiting Liability for AI-Enabled Mass Deaths
→ Wired · Hacker News (128 分 · 71 评论)
Metis：Agentic 多模态模型的"元认知缺陷"
Metis: Identifying Meta-Cognitive Deficits in Agentic Multimodal Models
→ arXiv
Claude "搞混谁说了什么"引发社区热议
Claude Mixes Up Who Said What — 441 Points on HN
→ Hacker News (441 分 · 337 评论)
App Store 新应用激增 84%：AI 编码工具推动
App Store Sees 84% Surge in New Apps as AI Coding Tools Take Off
→ 9to5Mac · Hacker News (65 分 · 74 评论)
Anthropic Agent 自主性测量：极端使用时长翻倍
Anthropic Research: Measuring Agent Autonomy — 99.9th Percentile Session Duration Doubled
→ Anthropic Research
Product Hunt 4/9：Agent 基础设施三件套——Offsite、Grass、AgentMail
Product Hunt April 9: Agent Infrastructure Triple — Offsite, Grass, AgentMail
→ Product Hunt
Representation Steering Mechanics：Steering Vectors 可稀疏化 90-99%
Steering Vectors Can Be Sparsified 90-99% While Retaining Performance
→ arXiv
年轻人对 AI 日益绝望和愤怒
Study: Young Adults Grown Less Hopeful and More Angry About AI
→ New York Times · Hacker News (128 分 · 175 评论)
逆向工程 Gemini SynthID 检测
Reverse Engineering Gemini's SynthID Detection
→ Hacker News (165 分 · 52 评论)
Meta Muse Spark：Superintelligence Labs 首秀，Meta 告别开源
Meta Launches Muse Spark, First Closed Proprietary Model from Meta Superintelligence Labs
→ Meta AI Blog · Fortune · CNBC · Constellation Research · Simon Willison · gHacks · CGTN · Artificial Analysis
白领全面反抗 AI：80% 拒绝，54% 绕过公司部署
White-Collar Workers Rebel Against AI: 80% Refuse Adoption Mandates
→ Fortune
HuggingFace 趋势榜：Gemma 4 越狱版与 Opus 蒸馏版同框
HuggingFace Trending Shifts: Gemma 4 Uncensored + Opus-Distilled Versions Climb
→ HuggingFace
Fast Spatial Memory：弹性 Test-Time Training 稳定长序列 3D 重建
Fast Spatial Memory with Elastic Test-Time Training
→ arXiv
Android Coach：同状态多动作 RL 提升 Agent 训练效率
Android Coach: Single State Multiple Actions for Online Agentic Training
→ arXiv
OpenSpatial：300 万样本空间推理数据引擎
OpenSpatial: A Principled Data Engine for Spatial Intelligence
→ arXiv
Personalized RewardBench：为个性化奖励模型定标
Personalized RewardBench: Evaluating Reward Models with Human-Aligned Personalization
→ arXiv
Generative AI 工作负载的全设施功耗画像
Measurement of Generative AI Workload Power Profiles
→ arXiv (NREL)
IBM ALTK-Evolve：Agent 的"在岗学习"
IBM ALTK-Evolve: On-the-Job Learning for AI Agents
→ HuggingFace Blog (IBM Research)
Perplexity 10 亿美元 Build Challenge：无股权的开发者奖金
Perplexity Launches $1B Build Challenge With No Investment Terms
→ Perplexity (原始页面 403) · HN
Google YouTube Shorts 让你 deepfake 自己
Google Makes It Easy to Deepfake Yourself on YouTube Shorts
→ The Verge
Product Hunt 4/8：Velo 以 AI 视频剪辑登顶，5/10 为 AI 产品
Velo Tops Product Hunt With AI Video Editing
→ Product Hunt
GitHub Trending：FunASR 与 Transformers 稳居前列
GitHub Trending: FunASR + Transformers Lead
→ GitHub Trending
智谱 GLM-5.1：754B 开源击败 Claude Opus 4.6 的 Agentic 模型
Z.AI Releases GLM-5.1, Open-Weight 754B Agentic Model Topping SWE-Bench Pro
→ VentureBeat · MarkTechPost · Dataconomy · Analytics India Magazine · Pandaily · HuggingFace
🔄 Anthropic Project Glasswing：Mythos 首度亮相与前所未有的防御联盟
Anthropic Launches Project Glasswing With Claude Mythos Preview for Cybersecurity
→ Fortune · TechCrunch · SiliconAngle · CrowdStrike Blog · Simon Willison · Neowin
Anthropic 年化收入 300 亿美元，签订 3.5 GW TPU 扩展协议
Anthropic Hits $30B Run Rate, Signs 3.5 GW TPU Deal With Google/Broadcom
→ CNBC · Bloomberg · TechCrunch · TNW · Seeking Alpha
Claw-Eval：可信 Agent 评估的新基准
Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents
→ arXiv
Target Policy Optimization：在稀疏奖励场景击败 PPO
Target Policy Optimization Substantially Outperforms PPO
→ arXiv
Gym-Anything：把任意软件变成 Agent 环境
Gym-Anything: Turn Any Software Into an Agent Environment
→ arXiv
PoM：线性时间的 Attention 替代方案
PoM: Polynomial Mixer as Linear-Time Attention Replacement
→ arXiv
In-Place Test-Time Training：推理时动态调整权重
In-Place Test-Time Training
→ arXiv
MMEmb-R1：融合推理的多模态嵌入
MMEmb-R1: Reasoning-Enhanced Multimodal Embedding
→ arXiv
HaloProbe：VLM 幻觉的贝叶斯检测
HaloProbe: Bayesian Detection of VLM Hallucinations
→ arXiv
GLM-5.1 HuggingFace 同步上架与 OpenBMB VoxCPM2
GLM-5.1 on HuggingFace & OpenBMB VoxCPM2 TTS Release
→ HuggingFace
NovaVoice 登顶 Product Hunt 4/7：AI 语音助手的桌面化
NovaVoice Tops Product Hunt With 547 Votes
→ Product Hunt
Anthropic Claude 4 月 6-7 日全球性服务中断
Anthropic Claude Global Outage on April 6-7
→ Status 报告 · 多方社区讨论
OpenAI、Anthropic、Google 联手反制中国模型蒸馏
OpenAI, Anthropic, Google Unite to Combat Chinese Model Distillation
→ Bloomberg · Frontier Model Forum
Anthropic 4 亿美元收购 Coefficient Bio 进军药物发现
Anthropic Acquires Coefficient Bio for $400M
→ TechCrunch · The Information · BioSpace · Fierce Biotech
Google TurboQuant：KV Cache 6 倍压缩、零精度损失
Google TurboQuant: 6x KV Cache Compression With Zero Accuracy Loss
→ Google Research Blog · VentureBeat · TechCrunch · HPCwire
🔄 DeepSeek V4 开启内测，确认原生运行华为昇腾 950PR
DeepSeek V4-Lite in API Testing, Runs on Huawei Ascend 950PR
→ Reuters · Tech Startups · 36Kr
OpenAI 政策白皮书：四天工作周与税制改革
OpenAI Proposes Four-Day Workweek and Tax Overhaul
→ OpenAI · 政策文件报道
NVIDIA Cosmos Reason 2：物理 AI 专用推理 VLM
NVIDIA Cosmos Reason 2: Reasoning VLM for Physical AI
→ HuggingFace · NVIDIA
Falcon-H1R-7B：混合架构测试时缩放推理模型
Falcon-H1R-7B: Hybrid Model for Test-Time Scaling
→ HuggingFace · TII
TriAttention：三角函数 KV 压缩实现 2.5 倍吞吐
TriAttention: Efficient Long Reasoning with Trigonometric KV Compression
→ arXiv
Vero：通用视觉推理的开源 RL 配方
Vero: An Open RL Recipe for General Visual Reasoning
→ arXiv
QED-Nano：4B 小模型证明奥数级定理
QED-Nano: Teaching a Tiny Model to Prove Hard Theorems
→ arXiv (LM-Provers)
CoDE-Stop：基于置信动态的推理早停
Early Stopping for Large Reasoning Models via Confidence Dynamics
→ arXiv
隐藏推理模型的可解释性研究
Are Latent Reasoning Models Easily Interpretable?
→ arXiv
Acemoglu 论文：AI 聚合如何影响集体知识
How AI Aggregation Affects Knowledge
→ arXiv
UnitedHealth 30 亿美元押注 AI 自动化
UnitedHealth Group $3B AI Push
→ STAT News
阿里巴巴 Accio 突破 1000 万月活
Alibaba Accio AI Sourcing Tool Hits 10M MAU
→ MIT Technology Review
Google Gemma 4 开源模型家族发布
Google Releases Gemma 4 Open Model Family
→ Google Blog · Engadget · The Register · Google DeepMind · Interconnects · Android Developers Blog · 新华社
AI 攻击性网络能力每约 6 个月翻倍
AI Offensive Cyber Capabilities Doubling Every ~6 Months
→ The Decoder · International AI Safety Report 2026 · Gnoppix Forum
DeepSeek V4 即将发布：万亿参数开源 MoE
DeepSeek V4 Imminent: 1T-Parameter Open-Source MoE
→ NxCode · 36Kr · Mule AI Blog · Evolink AI · Renovateqr
美国软件工程岗位三年新高，2026 年增长 30%
US Software Engineering Jobs Hit 3-Year High, Up 30% in 2026
→ TrueUp · Techmeme · Business Insider
Netflix 开源 VOID 视频物体移除模型
Netflix Open-Sources VOID Video Object Removal Model
→ HuggingFace · arXiv
腾讯发布 HY-OmniWeaving 视频生成模型
Tencent Releases HY-OmniWeaving Video Generation Model
→ HuggingFace
Google Vids 2.0：免费 AI 视频创建工具
Google Vids 2.0: Free AI Video Creation Tool
→ Product Hunt
Mercury Edit 2：基于扩散 LLM 的代码编辑预测
Mercury Edit 2: Ultra-Fast Next-Edit Prediction via Diffusion LLM
→ Product Hunt
OpenRouter Model Fusion：多模型融合最优响应
OpenRouter Model Fusion: Multi-Model Response Fusion
→ Product Hunt
Cohere Transcribe：多语言语音识别模型
Cohere Transcribe: Multilingual Speech Recognition
→ HuggingFace
百度千帆 OCR 视觉语言模型
Baidu Qianfan-OCR Vision-Language Model
→ HuggingFace
AI Chatbot 流量增速是社交媒体的 7 倍
AI Chatbot Traffic Growing 7x Faster Than Social Media
→ The Decoder
阿里巴巴 Qwen 新推理强化学习算法
Alibaba Qwen New Reasoning Reinforcement Learning Algorithm
→ The Decoder
批量上下文强化学习：推理 Token 效率新范式
Batched Contextual Reinforcement: Task-Scaling Law for Efficient Reasoning
→ arXiv
AutoAgent：自动化 Prompt 优化和 Agent 调优开源库
AutoAgent: Automated Prompt Optimization & Agent Tuning Library
→ Planet AI
开发者对 "AI Slop" 的不满：定性研究
Developer Frustration Over "AI Slop": Qualitative Study
→ The Decoder
Meta 大规模 Codec Avatars：百万视频训练 3D 头像
Large-scale Codec Avatars: Avatar Pretraining on 1M Videos
→ arXiv
阿里巴巴发布 Qwen3.6-Plus
Alibaba Unveils Qwen3.6-Plus for Agentic AI
→ Bloomberg · Seeking Alpha · TechBriefly · TradingView
微软发布三款自研 MAI 模型
Microsoft Launches MAI-Voice-1, MAI-Transcribe-1, MAI-Image-2
→ VentureBeat · Windows Central · Decrypt · Microsoft AI Blog
Google 发布 Veo 3.1 Lite 视频生成模型
Google Releases Veo 3.1 Lite Video Generation Model
→ Google Blog · 9to5Google · MarkTechPost · Windows Report · Android Authority
H Company 开源 Holo3-35B-A3B Computer Use 模型
H Company Open-Sources Holo3 SOTA Computer Use Model
→ HuggingFace · H Company Blog · TestingCatalog · NeuraBooks
🔄 Ollama v0.19：Apple MLX 集成与 Web 能力
Ollama v0.19: MLX Framework, Web Search & VS Code Integration
→ GitHub · MacRumors · Product Hunt
OpenAI 联合创始人称 GPT 推理模型"看到了 AGI 的路径"
OpenAI Co-Founder: GPT Reasoning Models Have "Line of Sight" to AGI
→ The Decoder · llm-stats.com
"Therefore I am. I Think"：LLM 是先决策还是先推理？
Therefore I am. I Think — Do LLMs Decide Before They Reason?
→ arXiv
极简自蒸馏提升代码生成
Embarrassingly Simple Self-Distillation Improves Code Generation
→ arXiv
ORCA：推理校准降低 Test-Time 计算成本
ORCA: Online Reasoning Calibration via Conformal Prediction
→ arXiv
Noiz Easter Voice：设计有表现力的人声
Noiz Easter Voice: Design Expressive Voices
→ Product Hunt
traceAI：AI 应用评估和可观测平台
traceAI: Evaluation, Observability & Optimization for AI Apps
→ Product Hunt
CliffSearch：LLM Agent 驱动的科学算法发现
CliffSearch: Structured Agentic Co-Evolution for Algorithm Discovery
→ arXiv
facebook/sam3.1：SAM3 视频分割模型
Meta SAM 3.1 Video Segmentation
→ HuggingFace
Medvi：两人公司用 AI 实现 $4.01 亿营收
Medvi: $401M Revenue with AI-Driven Telehealth, Just 2 Employees
→ New York Times · llm-stats.com
HippoCamp 和 YC-Bench：Agent 能力评估新基准
HippoCamp & YC-Bench: New Agent Benchmarks
→ arXiv
Anthropic "Mythos" 模型因数据泄露意外曝光
Anthropic "Mythos" Model Leaked via Unsecured Data Store
→ Fortune (独家) · CoinDesk · CSO Online · Euronews · Futurism
Anthropic Claude Code 源码经 npm 泄露
Claude Code Source Code Leaked via npm Source Map
→ The Register · VentureBeat · Fortune · Axios · CNBC · CyberSecurityNews
Qwen3.5-Omni 全模态模型发布
Qwen3.5-Omni Native Omni-Modal Model Release
→ MarkTechPost · Analytics Vidhya · The Decoder · The Information · Product Hunt
🔄 OpenAI 完成 $1220 亿融资，估值达 $8520 亿
OpenAI Closes $122B Round at $852B Valuation
→ CNBC · Bloomberg · OpenAI Blog · TechCrunch
GPT-5.4 Mini 和 Nano 发布
GPT-5.4 Mini and Nano Release
→ OpenAI Blog · 9to5Mac · 9to5Google · Simon Willison · The New Stack
OpenAI 收购 Astral
OpenAI Acquires Astral — Ruff, uv, ty
→ OpenAI Blog · Astral Blog · CNBC · Bloomberg · Simon Willison · JetBrains Blog
🔄 Claude Computer Use 扩展至 Claude Code CLI
Claude Computer Use Expands to Claude Code CLI
→ Product Hunt · The Tech Outlook · Claude Code Changelog
OpenAI 公开内部编码 Agent 不对齐监控系统
OpenAI Publishes Internal Coding Agent Misalignment Monitoring Report
→ OpenAI Blog · LessWrong · Security Brief
Anthropic 投资 $1 亿建立 Claude Partner Network 并成立 Anthropic Institute
Claude Partner Network & Anthropic Institute Launch
→ Anthropic Blog
OpenAI ChatGPT 购物 + Agentic Commerce Protocol
ChatGPT Shopping & Agentic Commerce Protocol
→ OpenAI Blog · Releasebot
Anthropic 与澳大利亚签署 AI 安全合作协议
Anthropic Signs AI Safety Deal with Australia
→ US News · Reuters
LLM 自发涌现类脑功能分化
Spontaneous Functional Differentiation in Large Language Models
→ arXiv
无需训练的专家语言模型动态混合
Training-Free Dynamic Upcycling of Expert Language Models — DUME
→ arXiv
zed-industries/zeta-2 代码编辑预测模型
zed-industries/zeta-2 Next-Edit Prediction Model
→ HuggingFace
Jupid：用 Claude Code 报税
Jupid: File Your Taxes with Claude Code
→ Product Hunt
LiquidAI LFM2.5-350M 边缘部署模型
LiquidAI LFM2.5-350M Edge Model
→ HuggingFace
◉ 2026.03 ◉
OpenAI Codex Plugins 平台正式发布
OpenAI Codex Plugins Launch
→ OpenAI Blog · SiliconANGLE · Neowin · The New Stack · Windows Report
Gemini 3.1 Flash Live 实时音频模型发布
Gemini 3.1 Flash Live
→ Google Blog · MarkTechPost · SiliconANGLE · 9to5Google · Android Central
Suno v5.5 发布：声音克隆与个性化 AI 音乐
Suno v5.5: Voices, Custom Models & My Taste
→ Suno Blog · Digital Music News · Metaverse Post · Music Ally · Product Hunt
Claude Opus 4.6 与 Mozilla 合作：14 天发现 22 个 Firefox 漏洞
Claude Opus 4.6 Discovers 22 Firefox Vulnerabilities
→ Anthropic Red Team Blog · TechCrunch · The Hacker News · InfoQ · Axios · SC Media
Anthropic 经济指数报告：Claude 使用模式深度分析
Anthropic Economic Index: Learning Curves
→ Anthropic Research
Claude Tasks Mode 即将推出：五大任务起点
Claude Tasks Mode with 5 Starting Points
→ TestingCatalog · X (Twitter)
Claude Code auto-fix：自动修复 CI 失败和代码审查
Claude Code Auto-Fix for CI and PR Reviews
→ Product Hunt
Anthropic 对齐研究："The Hot Mess of AI"
The Hot Mess of AI: Misalignment Scaling
→ Anthropic Alignment Blog
Lightricks LTX-2.3 开源视频生成模型
Lightricks LTX-2.3 Open-Source Video Generation
→ HuggingFace
Tesslate OmniCoder-9B：开源代码 Agent 模型
Tesslate OmniCoder-9B
→ HuggingFace
Cohere Transcribe：22 语言语音识别模型
Cohere Transcribe ASR Model
→ HuggingFace · SiliconANGLE
Agentation：AI Agent 可视化反馈工具
Agentation: Visual Feedback Tool for AI Agents
→ Product Hunt
百度千帆 OCR 视觉语言模型
Baidu Qianfan-OCR Vision-Language Model
→ HuggingFace
OpenAI 发布 Safety Bug Bounty 计划
OpenAI Safety Bug Bounty Program
→ OpenAI Blog · Infosecurity Magazine · Help Net Security
Google DeepMind 发布 AI 操纵行为实证测量工具包
DeepMind AI Manipulation Measurement Toolkit
→ Google DeepMind Blog
xAI Grok 4.20 正式退出 Beta
Grok 4.20 Exits Beta
→ Artificial Analysis · WinBuzzer · xAI Release Notes
MCP 月下载量突破 9700 万
Model Context Protocol Hits 97M Monthly Downloads
→ Digital Applied · The New Stack · Anthropic Blog
Agile Robots 与 Google DeepMind 战略合作
Agile Robots Partners with Google DeepMind
→ TechCrunch · CNBC · Agile Robots 官网
Google Gemini 3.1 Pro 发布
Gemini 3.1 Pro Release
→ Google Blog · Google Cloud Documentation
Claude Opus 推理能力蒸馏进 Qwen3.5 霸榜 HuggingFace
Claude Opus Reasoning Distilled into Qwen3.5 Dominates HuggingFace
→ HuggingFace
Mistral 发布 Voxtral-4B 多语言语音合成模型
Mistral Voxtral-4B-TTS
→ HuggingFace
Stitch 2.0 by Google：AI 驱动的 UI 设计工具
Stitch 2.0 by Google
→ Product Hunt
Claude Import Memory：从 ChatGPT 迁移到 Claude
Claude Import Memory Feature
→ Product Hunt
WriteBack-RAG：将知识库作为可训练组件
WriteBack-RAG: Training the Knowledge Base
→ arXiv
Natural-Language Agent Harnesses：Agent 工程新范式
Natural-Language Agent Harnesses
→ arXiv
NSF 发布 AI-Ready America 计划
NSF TechAccess: AI-Ready America Initiative
→ NSF 官网
Lightfield：AI 原生自建 CRM
Lightfield AI-Native CRM
→ Product Hunt
OpenCLAW-P2P：去中心化 AI 形式化验证研究网络
OpenCLAW-P2P: Decentralized AI Research with Formal Verification
→ Hacker News · GitHub
Lightfeed Extractor：LLM 友好的网页结构化提取
Lightfeed Extractor for LLM-Ready Web Scraping
→ Hacker News · GitHub
Claude 桌面端 Computer Use 发布预览
Anthropic Claude Computer Use on Mac
→ Anthropic Blog · TechCrunch · CNBC · MacRumors
Claude Code Auto Mode 发布
Claude Code Auto Mode
→ Anthropic Blog · TechCrunch · SiliconANGLE · 9to5Mac
Google Gemini 全面升级 Workspace AI 能力
Gemini Workspace AI Upgrade
→ Google Blog · TechCrunch · VentureBeat
Apple Siri AI 升级由 Gemini 驱动，发布遭遇延迟
Apple Siri AI Upgrade Powered by Gemini
→ 9to5Mac · Bloomberg · TechCrunch · AppleInsider
OpenAI 营收突破 $250 亿，酝酿 IPO
OpenAI Revenue Surpasses $25B, Eyes IPO
→ AI News · Crescendo AI
🔄 GPT-5.4 全貌：百万上下文与 Computer Use
GPT-5.4 Full Feature Set
→ OpenAI Blog · TechCrunch
Anthropic 1M 上下文正式 GA
Anthropic 1M Context Generally Available
→ Anthropic Blog
Pathway：LLM 管道与 RAG 的流处理框架
Pathway ETL Framework for LLM Pipelines
→ GitHub Trending
中国开源模型在 HuggingFace 上超越美国
Chinese Open Models Overtake US on HuggingFace
→ HuggingFace Blog · AI News
Amazon 推出 Health AI Agent
Amazon Health AI Agent for Prime
→ AI News
UniGRPO：推理驱动的统一视觉生成
UniGRPO: Unified Policy Optimization for Reasoning-Driven Visual Generation
→ arXiv
SpecEyes：Agent 级多模态 LLM 推理加速
SpecEyes: Accelerating Agentic Multimodal LLMs
→ arXiv
VTAM：融合触觉的视频-动作世界模型
VTAM: Video-Tactile-Action Models
→ arXiv
NVIDIA CEO 愿景：2036 年每人配 100 个 AI Agent
Jensen Huang: 100 AI Agents Per Person by 2036
→ AI News · GTC 2026
Claude 新增交互式可视化能力
Claude Interactive Visualizations
→ Anthropic Blog
小米 MiMo-V2-Pro 万亿参数模型发布
Xiaomi MiMo-V2-Pro 1T Model
→ AI News · X (Twitter)
GPT-5.4 Mini 向免费用户开放推理能力
GPT-5.4 Mini Free for All Users
→ AI News · X (Twitter)
NVIDIA Nemotron 3 Super 开源最高 SWE-Bench 分数
NVIDIA Nemotron 3 Super
→ AI News · GTC 2026
Nemotron-Cascade 2: 级联强化学习训练 30B MoE 模型
Nemotron-Cascade 2
→ arXiv
Google Gemini Embedding 2 统一多模态 Embedding
Gemini Embedding 2
→ AI News
Andrej Karpathy：AI Agent 已能自主优化训练流程
Karpathy on AI Research Bottlenecks
→ AI News (The Decoder)
Gemini 3.1 Flash-Lite 效率模型发布
Gemini 3.1 Flash-Lite
→ AI News
Amazon Trainium 芯片实验室曝光
AWS Trainium Chip Lab
→ AI News (TechCrunch)
OpenAI 计划年底前翻倍至 8000 人
OpenAI Workforce Expansion
→ AI News (The Decoder)
LangChain 本周获 1151 Star，Agent 工程平台热度持续
LangChain Trending
→ GitHub Trending
F2LLM-v2：支持 200+ 语言的多语言 Embedding 模型
F2LLM-v2 Multilingual Embeddings
→ arXiv
Rowboat：开源多 Agent 系统 IDE
Rowboat Open-Source Multi-Agent IDE
→ Hacker News
NVIDIA GR00T N1.7 人形机器人基础模型
NVIDIA GR00T N1.7
→ AI News · GTC 2026
Microsoft GigaTIME 癌症病理多模态模型
Microsoft GigaTIME
→ AI News
Anthropic 成立 Anthropic Institute 研究 AI 社会影响
Anthropic Institute
→ AI News
Apple MLX 团队 2026 年重大更新，Local AI 年
MLX 2026 Release
→ X (Twitter)