Visual Studio Magazine

Spring AI 2.0 Goes GA, Giving Java Developers a More Mature AI App Stack

Spring AI 2.0 advances the Java framework for generative AI apps with a Spring Boot 4 baseline, cleaner agentic tooling, Model Context Protocol support and vendor-backed integrations including Azure ...

Flipper Device’s new Busy Bar is a customizable display for productivity

Flipper Device's new Busy Bar will retail for $249.
Tech Times

Most AI Models Would Run Your Company Into the Ground, Princeton’s CEO-Bench Finds

Princeton’s CEO-Bench gave 14 AI models $1 million to run a simulated SaaS startup for 500 days. Most went bankrupt or lost ...
SecurityWeek

New Attack Abuses Claude Code and Harmless-Looking Repositories to Hijack Developer Machines

Attackers can inject indirect prompts in normal-looking repositories to trick Claude Code into spawning a reverse shell.
InfoQ中国 on MSN

AI 时代的新可观测性：不只看系统崩没崩，还要看模型有没有胡说

你可能已经习惯了用 dashboard 看系统、用 alert 发现问题，但问题是，当一个系统有成百上千个服务、每天产生海量数据时，你真的还能看见它吗？ 作为领先的 observability（可观测性）平台，New Relic ...
51CTO

Agent 挂了怎么排查？从 HALO 到 Flight Recorder，给 AI Agent 装上可观测性

如果你正在跑 Agent，今天至少做一件事：加一个最大步数限制。五分钟的改动，省下的可能是下个月某天凌晨的一笔意外 token 账单。然后开始写 JSONL——等你攒了 50 条 trace，HALO 这类工具也差不多成熟到能用了。 6 月 23 日到 24 日，Hacker News 首页在 24 小时内出现 ...