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The release of Helidon 27 is the first release that follows the Oracle Tip & Tail Model of Library Development by which the Tip adopts the latest Java technology while the Tail provides a more...

Helidon 27 Introduces Restructured Programming Models and New Messaging and Data Modules

InfoQ InfoQ · 2026-10-16T11:20:00Z

Researchers from Meta, MIT, and the University of Washington introduce Context Language Models (CLMs), a new approach that enables language models to manage and edit their own context rather than...

Context Language Models: Self-Managing Context to Improve Performance and Reduce Compute Costs

InfoQ InfoQ · 2026-10-11T14:00:00Z

During its recent “Birthday Week”, Cloudflare announced Clef, a set of open-weight AI models designed to choose between predefined options rather than generate text. Cloudflare released 9B- and...

Cloudflare Open Sources Decision Models for AI Agents

InfoQ InfoQ · 2026-10-08T06:54:00Z

Learn how Airbnb is expanding access to GPT-6 Astra and OpenAI frontier models to help engineering teams solve bugs, design systems, and ship faster.

Airbnb widens access to GPT-6 Astra and OpenAI frontier models

OpenAI OpenAI · 2026-09-23T01:00:00Z
【调研】从 Generate 到 Decide:Jev、System One Models 与 Agent 决策层

TypeSafe AI 发布 Jev,首个 System One Model。它接收状态与预定义问题,直接输出 Choice、Score、Noul 等类型化结果及概率,将高频语义判断从生成式模型拆出,转为软件可调用的 decide()。该模型面向 Agent 路由、结果验收、循环控制等有限候选场景,主打低延迟、低成本与校准概率,但校准与泛化能力仍需独立验证。

【调研】从 Generate 到 Decide:Jev、System One Models 与 Agent 决策层

Wayne的技术博客 Wayne的技术博客 · 2026-09-19T10:30:00Z

Alex Porcelli discusses the critical gap in enterprise AI: non-deterministic output and lack of accountability in high-stakes decisions. He shares how integrating DMN decision models with LLMs,...

Presentation: Decision Models in Agentic Architectures: From Production to Agent Skills

InfoQ InfoQ · 2026-09-14T11:00:00Z

Fabiane Nardon shares how TOTVS prepares enterprise data for token-hungry AI agents. She discusses balancing deterministic logic and non-deterministic LLMs across precision, security, and cost....

Presentation: Architecting the Data Layer for AI Agents: from Transactional Systems to MCP and Semantic Models

InfoQ InfoQ · 2026-08-29T11:00:00Z

Chad Schuster discusses bridging Python's developer velocity with C-like performance using Numba JIT and GPUs. Drawing from large-scale actuarial modeling, he explains LLVM pipeline architecture,...

Presentation: Python, Numba, and Algorithm Design: Building Efficient Models in Financial Services

InfoQ InfoQ · 2026-08-27T09:23:00Z

Sudeep Das shares how DoorDash shifts from legacy one-shot predictions to an agentic recommendation platform. He discusses leveraging language-native consumer memory, RQ-VAE semantic IDs for...

Presentation: From Models to Agents: Building Context-Aware Consumer AI at Scale at DoorDash

InfoQ InfoQ · 2026-08-15T11:00:00Z

FedWorld提出一种作用域感知的联邦世界模型协议,解决多Agent知识共享冲突。它通过交换结构化抽象规则而非参数或轨迹,基于证据强度决定规则共享、集群专属、私有或未决,避免负迁移。实验显示在τ-bench和ALFWorld上减少状态回退、提高成功率,但存在规模有限、对齐准确性等局限。

One Minute Read Paper Fedworld Scope Aware Federation Of Agent World Models

Micropaper Micropaper · 2026-08-08T00:00:00Z

Microsoft released a dedicated AI Gateway tier of Azure API Management in public preview, with a control plane built around models, MCP servers and tools rather than APIs. It fronts Foundry,...

Azure API Management Adds Dedicated AI Gateway Tier, Governing Models and MCP Tools

InfoQ InfoQ · 2026-08-07T06:35:00Z
一分钟读论文:《From World Action Models to Embodied Brains》

本文解读了上海AI实验室与南京大学联合提出的论文,系统梳理了从传统世界模型到World Action Models(WAMs)的演进,并针对模型表征不兼容、目标缺失和系统碎片化三大断层,提出“具身大脑”框架。该框架通过物理harness将模型输出转化为行动,并引入闭环后训练机制,推动AI从“感知-认知”向“感知-认知-行动”闭环范式演进,助力开放世界物理智能发展。

一分钟读论文:《From World Action Models to Embodied Brains》

Micropaper Micropaper · 2026-07-19T00:00:00Z

Google shipped AlloyDB AI functions GA with a proxy model architecture that trains a lightweight local model from LLM outputs, then runs queries at database speed without external calls. Smart...

AlloyDB Ships Proxy Models That Replace LLM Calls with Local Inference inside the Database

InfoQ InfoQ · 2026-07-09T08:00:00Z

Naomi Saphra discusses 5 rules governing language model behavior, breaking down why LLMs act like populations rather than individuals. She explains how tokenization creates strange semantic blind...

Presentation: Rules for Understanding Language Models

InfoQ InfoQ · 2026-06-24T11:25:00Z
Resolving the Issue of Automatic Dialogue Title Generation Failure After Integrating Qwen3.5/3.6 Models into Open WebUI

在使用Qwen3.5/3.6模型时,Open WebUI的标题生成任务可能因推理阶段超出最大输出限制而失败。为解决此问题,可以自定义提示模板以减少推理长度,或修改代码调整max_tokens设置。此外,禁用推理功能也是一种解决方案,但需谨慎操作。

Resolving the Issue of Automatic Dialogue Title Generation Failure After Integrating Qwen3.5/3.6 Models into Open WebUI

WuSiYu Blog WuSiYu Blog · 2026-06-18T17:06:24Z
A Decade of Open Source, Absorbed by Large Models, Is Finishing shadowsocks's Original Vision

自2012年提出以来,Shadowsocks技术用户已能轻松自建,但非技术用户仍面临障碍。到2025-2026年,开源社区的贡献被大模型内化,降低了协议自定义的成本。用户可在VPS上快速部署服务,甚至无需编写代码,简化了混淆插件的创建过程,使得低成本实现混淆成为可能。

A Decade of Open Source, Absorbed by Large Models, Is Finishing shadowsocks's Original Vision

Lv. MAX Lv. MAX · 2026-05-19T00:00:00Z

Monzo recently redesigned its data warehouse to support more than 100 teams working on over 12000 dbt models. Introducing a so-called "meshy" approach, Monzo cut warehouse costs by about 40% and...

Neobank Monzo Builds Governed Data Mesh across 100 Teams and 12000 dbt Models

InfoQ InfoQ · 2026-05-17T11:02:00Z

NVIDIA has announced a new family of open models called NVIDIA Ising, designed to address quantum processor calibration and quantum error correction. These are two of the main engineering...

NVIDIA Launches Ising Open Models for Quantum Computing

InfoQ InfoQ · 2026-04-30T20:44:00Z

GitHub will use Copilot interaction data from Free, Pro, and Pro+ users to train AI models starting April 24, opting in by default. Collected data includes code snippets, inputs, outputs, and...

GitHub Will Use Copilot Interaction Data from Free, Pro, and Pro+ Users to Train AI Models

InfoQ InfoQ · 2026-04-02T10:17:00Z

In this episode, Shweta Vohra and Joseph Stein explore what changes when software systems start planning, acting, and making decisions on their own. The conversation distinguishes truly agentic...

Podcast: [Video Podcast] Agentic Systems Without Chaos: Early Operating Models for Autonomous Agents

InfoQ InfoQ · 2026-03-25T11:00:00Z
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