Dan Finneran discusses the risks of unowned AI-generated code in production and demonstrates how eBPF can intercept and control AI API traffic in Kubernetes. He explains how kernel-level socket...

Modern cloud applications are expected to remain available even during infrastructure interruptions, replication failovers, maintenance events, and transient network failures. In distributed...

AWS announced that Amazon WorkSpaces can now serve as managed virtual desktops for AI agents in public preview. Agents authenticate through IAM and operate legacy applications via computer vision...

This article details our migration from Apollo Federation to a TypeScript-based tRPC stack, which resulted in an 89% reduction in bugs and 67% faster response times. It also covers the mistakes we...

At QCon London 2026, Ian Cooper, senior principal engineer at Just Eat Takeaway, discussed managing asynchronous APIs in production, showing how endpoint definitions can drive code generation,...

本研究提出了CoIn框架，旨在解决商业大语言模型API中隐性推理令牌导致的透明度缺失问题。该框架通过可验证的哈希树和相关性匹配技术，有效检测令牌计数夸大现象，实验成功率达到94.7%，提升了LLM服务的计费透明度。

本研究提出了MirrorAPI框架，旨在解决基准测试中工具环境的稳定性、可扩展性和真实性问题。通过训练大型语言模型，MirrorAPI能够准确模拟7000多个真实世界API的响应，显示出优于现有方法的模拟精度和稳定性，具有重要潜在影响。

Gemini’s Next Frontier: 2.0 Flash, Flash Lite Strategy & Real-Time APIs with Logan K from Google Deepmind

随着现代应用的发展，实时通信提升了用户体验。SignalR结合.NET 8的Minimal APIs，实现简单高效的实时通信，支持WebSockets等传输方法，适用于聊天、通知、协作等场景。通过创建Minimal API项目、安装SignalR包、定义Hub类和配置中间件，客户端可用JavaScript连接Hub，实现消息收发。SignalR还支持自动重连和安全认证，确保通信稳定安全。

随着应用程序的增长，Minimal APIs 的性能和扩展性变得重要。本文介绍了在 .NET 8 中扩展 Minimal APIs 的方法，包括缓存响应、负载均衡、使用 Redis 分布式缓存、优化中间件性能，以及通过 Kubernetes 实现水平扩展。这些策略确保 API 在高流量环境中高效运行。

文章介绍了在 .NET 8 中保护 Minimal APIs 的方法，包括使用 JWT 认证、OAuth2 和自定义授权策略来增强安全性。此外，建议采用速率限制和 IP 限制来防止滥用。