文章借YOLO Data Agent的发布,讨论自然语言查数的工程风险:SQL可执行不等于答案可信,退款、时间归属、地区定义等指标口径须预先审核,遇歧义应追问而非猜测。多轮追问需保存结构化查询状态,仅修改用户明确变更的部分,并保留可追踪标识以便排障。数据库应采用只读隔离库,限制数据范围,设置超时与资源预算,权限在服务端校验;缓存标识不能只含提问文本,以免越权复用。建议先选口径稳定、可与现有报表核对的小场景试用。
Pinterest has introduced event time-based partition finalization for its database ingestion framework. The mechanism uses Apache Flink to track event time and Apache Iceberg metadata to publish a...
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...
by Olek Gorajek, Samuel Redai, Yian ShangIntroOur Netflix journey from data to dashboards, particularly within the space of the experimentation platform, always presented a unique set of...
DigitalOcean推出Agent Data Services私有预览,为AI智能体提供统一托管数据层,整合多模态数据、结构化记录与执行轨迹,通过Data Flows自动处理索引,支持SQL和API查询,无需自建管道。该服务与托管智能体及学习服务集成,帮助团队评估、调试并持续改进智能体。
Databricks推出Workday Data Connect联合连接器Beta版,通过Unity Catalog实现零拷贝访问Workday人力资源与财务数据。用户可直接用Databricks SQL、AI/BI、Genie查询,无需复制数据,支持实时财务规划等场景。该连接器只读,由Unity Catalog统一治理权限与血缘,与Lakeflow Connect摄取连接器互补。
Cloudflare has disclosed a cross-tenant data exposure vulnerability in Containers and Sandboxes, caused by thin-provisioned storage pools configured to skip zeroing reused blocks. Researchers...
CVE-2026-85706 is a critical GitLab path-traversal vulnerability that has moved beyond theoretical risk into confirmed exploitation. It affects self-managed GitLab CE/EE and could allow an...
There was a flurry of activity during the week of September 21st, 2026, highlighting: second milestone releases of: Spring Boot, Spring Batch, Spring Security, Spring AMQP, Spring Integration,...
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神雲科技在Data Centre World Asia 2026展出四款AI服务器新品,主题为“Diversified AI Infra for Agentic AI Factory”,包括G4826Z5、G8825Z5、G4520G6和TN85-B8261,并与Micron联合展示多款SSD及内存产品,同时参加Live Data Center专区展示企业级服务器部署应用。
Grafana Labs has published a practical approach for monitoring Cypress test suites by converting test results into Prometheus metrics and sending them to Grafana Cloud. By Craig Risi
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AWS has told customers it cannot restore resources and data hosted exclusively in the mec1-az2 availability zone in the UAE, or exclusively in the Bahrain region, after damage during the conflict...
OceanBase团队Data Agent方案Scout在国际基准DAB中以90.62%准确率登顶,成为首个突破90%的方案。该方案基于国产数据库OceanBase与国产大模型GLM-5.2构建,性能超过多项使用GPT、Claude等海外模型的方案。DAB考察AI从复杂数据中寻找答案的完整能力,Scout形成了数据理解、规划执行、验证修复的闭环,相关能力将融入DataPilot。
Companion.energy 借助 Tiger Cloud 优化实时能源数据处理,实现查询延迟降低25倍、压缩率达43.5倍,并通过连续聚合与统一架构处理海量数据。
Onur Satici explains how Vortex, an open-source columnar file format under the Linux Foundation, revolutionizes high-throughput data loading. He details how cascading lightweight encodings,...
This week's Java roundup for August 24th, 2026, features news highlighting: the GA release of Atmosphere 4.0; point releases of GraalVM, Azul Payara and Quarkus; a maintenance release of WildFly...
Cloudflare AI Search is a built-in search and retrieval service designed to give AI agents and applications a ready-to-use search engine over custom data. It supports agent integration, multimodal...
本文介绍如何将AceData Cloud提供的10个MCP Server(涵盖音乐、绘画、视频、搜索等)接入Google的Gemini CLI终端AI助手。文章详细说明了获取API Token、通过CLI命令或配置文件添加MCP的步骤,并提供了使用示例、计费方式及常见问题解答,帮助用户扩展Gemini CLI的多模态能力。
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