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Every published item, in order · 9945 items
Nov 11
ProductsBuildersMulti-sourceSelected01:53
Graphon raises US$35M Series A for agent memory graphs

The notable point is that a schema-free graph beats full-context frontier models on long-horizon recall while cutting token spend 10x, which directly attacks the cost wall of context stuffing. Teams building persistent agents over messy enterprise data — emails, media, documents — should evaluate it against vector RAG pipelines. With US$35M in fresh funding and benchmark leadership on ATM-Bench, it is a credible early option for memory infrastructure.

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elvis@omarsar0Source
Chinese contentHeyGen 联合 Runware、MiniMax 举办 Video 1 视频创作大赛,奖金与额度超 2 万美元

用 HeyGen Video 1 走 MCP 接口做视频就能参赛,奖金加额度超 2 万美元,还有 MiniMax 和 ComfyUI 这些工具方一起背书。喜欢折腾智能体工作流或做短视频的朋友可以直接冲,参赛只要发个带标签的视频。

HeyGen@HeyGen_OfficialSource
ProductsBuildersMulti-source01:37
Chinese contentSundar Pichai 分享 Google AI Studio 内置应用入口

Sundar Pichai 亲自转发了一个 AI Studio 的内置应用入口,点开就能直接玩基于 Gemini 的示例应用,不用自己配环境。想快速试试 Google 家模型能力的开发者可以收藏这个页面,比翻文档省事。

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Sundar Pichai@sundarpichaiSource
ProductsBuildersMulti-source01:36
Chinese contentMiniMax #H3Image 演示复古相机风格,却生成出僵尸效果

MiniMax 在 X 上晒了一波 #H3Image 的复古老相机风格首帧,创作者拿它配视频模型做出了僵尸初吻梗图,恐怖又好笑。想给短视频挑高质量首帧、或者好奇图生视频工作流效果的人,可以看看这条实际成片。

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Hailuo AI@Hailuo_AISource
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Chinese contentMiniMax H3-Image 支持 16 张参考图 10 秒生成统一场景

实测很有参考价值:博主喂了 16 张图,让 H3-Image 把 4 个动物角色、蒸汽朋克飞艇和浮空王国拼进一张电影感画面,10 秒出图。多数模型参考图上限只有三四张,做多角色绘本、游戏概念图的人可以看看这个效果再决定换不换工具。

Hailuo AI@Hailuo_AISource
ProductsBuildersMulti-source01:23
Chinese contentSundar Pichai 展示 Antigravity /swarm 功能:子智能体迭代生成 3D 鹈鹕骑车游戏

Google 把 /swarm 多智能体功能直接演示给你看了:Builder 和 Critic 子智能体自己跑 Blender 和 Three.js、自己检查渲染,最后真的做出了能玩的 3D 游戏。做智能体工作流或游戏开发的可以看看这套编排思路,和 Cursor 那种单智能体模式思路不一样。

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Sundar Pichai@sundarpichaiSource
ProductsBuildersMulti-sourceSelected01:20
NVIDIA releases Nemotron-Personas-Japan V2 and PII Japan datasets

Fully synthetic data sidesteps the privacy-approval cycle that typically stalls Japanese-language projects, letting teams start training immediately. Model builders working on PII redaction for regulated sectors like finance and healthcare get ready-made annotations instead of hand-labelling documents. The 10-million-persona scale is rare among Japanese-language datasets, which matters for teams fine-tuning models for the Japan market rather than relying on English-centric synthetic personas.

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Official accountNVIDIA AI@NVIDIAAISource
ProductsBuildersMulti-source01:19
Chinese contentDatabricks 推出 Lakebase Search,在 Postgres 内直接实现向量与混合搜索

Databricks 把向量、BM25 和混合搜索直接做进了 Postgres,SQL 就能联查实时数据,不用再维护一套独立搜索引擎和 ETL。如果你的 RAG 应用数据在 Postgres 里,可以先对比 pgvector 看看能否省掉一套基础设施。

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Official accountDatabricks@databricksSource
Chinese contentScale AI 的 muse 推出专属邮箱,付费用户可转发邮件让它处理任务

Scale AI 的 muse 现在有专属邮箱了,转发邮件或把它拉进线程就能自动干活。对比只能靠网页或 app 交互的智能体,邮件入口更贴近日常办公。美加付费订阅用户现在就能用,常靠邮件推进工作的人可以试试。

Official accountAlexandr Wang (Meta MSL)@alexandr_wangSource
ProductsUS vs ChinaMulti-sourceSelected01:12
Together Compiler Hits 2.7× Throughput Gain on B200 and B300

The gap between 1.5× and 2.7× across models suggests the compiler's optimizations are architecture-dependent, so teams should benchmark their specific model before committing. Teams self-hosting or choosing an inference provider for Kimi, GLM, DeepSeek, or MiniMax models can use these figures to compare serving costs. Together's pitch targets the growing ecosystem serving Chinese open-weight models on NVIDIA's B-series hardware.

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Official accountTogether AI@togethercomputeSource
ProductsBuildersMulti-source01:04
Chinese contentAnthropic 调整 Claude 周重置规则:订阅越久,周重置次数越多

如果你是 Claude 重度用户,这条和你有关:订阅满 12 个月每周最多能拿 3 次重置,订阅越久次数越多。对比 ChatGPT Plus 那种固定额度,这算是给老用户的变相加量,长期订阅的可以查一下自己有几档。

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@koltregaskes@koltregaskesSource
ProductsBuildersMulti-source01:03
Chinese contentMemories Upload 用第一人称视频标注机器人的小动作纠错数据

机器人 demo 里总是一把成功,真实世界却会手滑,Memories Upload 从第一人称视频里抠出人无意识的小修正动作当训练数据。做具身智能或数据标注的团队值得对比一下它和遥操作采集的成本差异。

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kimmonismus@kimmonismusSource
Chinese content面向 6-16 岁儿童的 AI 学习应用 gakkuai:让孩子自己解释而非代劳

有意思的地方在于它反着做:别的 AI 产品帮你省步骤,gakkuai 的 Raku 却专门提问、推回来,逼孩子自己解释和写。作者还把写 prompt 和表达想法归为同一种清晰思考能力。家里有 6-16 岁孩子的,可以看看这种产品思路。

kimmonismus@kimmonismusSource
ProductsBuildersMulti-source00:52
Chinese contentIBM 计划将 Anthropic 的 Claude Mythos 接入 IBM Concert Protect 做企业级漏洞挖掘

IBM 要把 Claude Mythos 从内部 Project Glasswing 研究项目开放给企业客户,做无签名 zero-day 挖掘。亮点是那组数字:5,700 条告警过滤到 12 个真漏洞。做企业安全采购或写扫描工具的人都该看看这套验证管线怎么设计。

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rohanpaul_ai@rohanpaul_aiSource
ProductsBuildersSelected00:49
Keenable Search 1.0 tops Artificial Analysis Search Index

A 16-point jump from August means Keenable moved from mid-pack to the top of the search API board within weeks, which compresses the pricing power of incumbent providers. Agent developers evaluating web_search backends should re-run their comparisons, since the $0.040 per task cost undercuts Exa and Perplexity on both price and latency. Teams in ASEAN and global markets building retrieval-heavy agents can adopt it via a simple API mode switch between realtime and pro.

Official accountArtificial Analysis@ArtificialAnlysSource
Chinese content腾讯与深圳广电合作推出 MediaBuddy,服务国际会议新闻中心

腾讯和深圳广电一起做了个叫 MediaBuddy 的 AI 平台,记者用一句话就能查官方资料、写稿、剪视频。底座是腾讯自家的 WorkBuddy 企业版,等于把智能办公产品搬进了国际会议的新闻中心,做媒体工具和企业级 Agent 的可以看看这个落地案例。

Official account腾讯混元 Tencent Hunyuan@TencentCloudSource
Chinese contentSourcegraph 推出 Agentic Batch Changes 自动合并 changeset 功能

如果你管着几十上百个仓库,每次批量改依赖都要逐个点合并,这个更新能帮你省掉那一步。agent 会先跑安全检查,冲突时弹审批卡让你确认,不算完全放手。用 Sourcegraph Cloud 的团队可以直接试,自建部署的用户暂时用不上。

Sourcegraph@sourcegraphSource

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