How our GTM Agent builds consistent, high-quality sales artifacts
Learn how LangChain built GTM Agent on Deep Agents to build high-quality, custom sales artifacts trained on business context.
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Amazon Bedrock tokenomics data lake
Running Amazon Bedrock across many accounts shows you the bill but not what happened inside each call. This post builds a centralized observability data lake that aggregates Bedrock invocation logs from every linked account into one queryable table, so you can see prompts, token counts, model choice, and per-invocation cost across your organization.
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AWS Machine Learning Blog
Autonomous treasury agents: How Trovata built an AI-native solution on Amazon Bedrock and AgentCore
Learn how Trovata built autonomous treasury agents on Amazon Bedrock and Amazon Bedrock AgentCore, using an RBAC-secured architecture for bank-branded AI deployment and agentic workflows that move corporate treasury from manual operations to real-time decision-making at enterprise scale.
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AWS Machine Learning Blog
b12249
The update introduces graceful failure handling for unreachable RPC endpoints and failed handshakes in ggml-rpc, replacing fatal aborts with reportable errors. Functions now return appropriate values (e.g., false, nullptr) on connection failures, allowing host applications to handle issues without crashing. A regression test was added for unreachable endpoints, and low-value comments were removed. Mid-stream failures remain unchanged to prevent silent corruption.
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llama.cpp releases
Encoder Disaggregation in vLLM: Scaling Multimodal Serving with EPD
Recent advances in vLLM encoder disaggregation: metadata-only multimodal requests, dedicated encoder execution, remote embedding transfer, cross-encoder caching, and lower-overhead EPD routing.
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vLLM · 官方技术博客
平头哥要上市，阿里AI的第一个“大结果”
如外界所料，阿里要分拆平头哥赴港上市了。11月10日晚，阿里发布公告称，拟将旗下芯片公司平头哥在港交所主板独立上市。平头哥早在今年9月11日，就已保密递交上市申请。据媒体报道，平头哥计划明年赴港上市，可能募集20亿至30亿美元。不过，具体发行规模和上市时间，阿里尚未披露。今年3月，阿里CEO吴泳铭披露，平头哥芯片年化营收已达百亿元级。比平头哥早一步的，是百度旗下的昆仑芯。今年1月，昆仑芯已经保密递表，申请赴港上市。除了阿里和百度，腾讯、字节也在加快自研芯片的研发和部署。A按照阿里的公告，平头哥拟在港交所主板发行H股，包括面向香港公众的公开发售和机构配售。分拆完成后，平头哥预计仍是阿里子公司，但...
腾讯新闻 · AI频道
Show HN: CodeLens AI-Augmented Code Review Tool
As AI writes more code, the bottleneck has become human-driven code reviews. Code Lens serves to aid that task by augmenting the review outside of line-level AI feedback. Check it out and let me know what you think. Thanks.Try it on a public PR: npx @blong8334/codelens pr https://github.com/expressjs/express/pull/7574 Comments URL: https://news.ycombinator.com/item?id=50446651 Points: 1 # Comments: 0
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Hacker News Show HN
Show HN：Notebook AI——适用于 Mac 的本地优先会议记录
文章网址：https://github.com/sridharchaildn/notebook-ai 评论网址：https://news.ycombinator.com/item?id=50446588 积分：1 # 评论：0
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Hacker News Show HN
Show HN: Vaultbase – a self-hosted back end in a single binary
One binary to run and you have a full backend at your fingertips: a database with a REST API, sign-in, realtime, files, server-side hooks and jobs, on SQLite or Postgres. It's MIT licensed. You can try the demo at https://demo.vaultbase.sh (the login is filled in, and it resets every hour). I built it to ship fast. I always tend to write the same logic for any new project, whether it's a side project or a small to medium project for a client. I wanted something my friends and I could work with fast, try new things with, and that's easy to use. Then it became something I really wanted to work on and make as complete as I can for any type of backend. As of writing this post it has 80 releases since May this year and is backed by more than 2,800 tests. I also run security reviews with Claude and fix what they find. It hasn't had an outside audit yet. It was built with the help of Claude, from the codebase to the documentation and fact-checking it against the code. Claude helped speed up the pace, find bugs, and write tests. Vaultbase is pre-1.0, so expect some bugs and issues here and there. I'm working hard to fix each and every one of them. Thank you for taking the time to read this. I'd really appreciate any feedback, even if you didn't like Vaultbase. The demo is yours to try, and it's two commands to run locally. Comments URL: https://news.ycombinator.com/item?id=50448562 Points: 1 # Comments: 0
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Hacker News Show HN
千问预告Qwen4:Qwen4-Max预览版上线阿里Token Plan，限时最低1折11月11日，千问预告新一代大模型Qwen4即将发布，并同步开放Qwen4-Max预览版。官方称Qwen4在知识理解、世界感知、Coding与Agentic能力上持续进阶，已在复杂编程、专业办公、前端设计和专业软件操作等实际任务测试中取得阶段性成果，但未披露参数、基准成绩及正式发布时间。Qwen4-Max预览版首发上线阿里Token Plan。 刚刚 0
11月11日，千问大模型宣布全新一代Qwen4即将发布，并同步上线Qwen4-Max预览版。新模型在知识理解、世界感知、编程与智能体能力方面持续提升，已在复杂编程、专业办公等任务中展现阶段性成果。Qwen4-Max预览版通过阿里Token Plan限时最低1折开放体验，千问办公、Qoder、千问APP与QwenStudio等产品已接入新模型。此次以预览版先行、全产品线即时覆盖、低价体验的策略，聚焦真实任务反馈，体现国产大模型竞争向开发者生态与实际表现转变的趋势。
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