APIs often represent the cutting edge of the technology space. This is especially true with Artificial Intelligence – as AI has evolved from speculative technology to mass adoption, it has shown up significantly in APIs as a modality and mechanism. However, as with all new technologies, using AI APIs comes with significant challenges.

Troubleshooting production logs shouldn’t be a hassle. Developers and IT operations need real-time insights without jumping between tools or manually sifting through endless log files. Sumo Logic Live Tail simplifies this process. You can instantly search, filter, and troubleshoot log tails in real-time within a single interface to get the data you need without logging into business-critical applications.

When incidents strike, clear communication is crucial — but one size doesn't fit all. Customer support needs to know what users are experiencing and possible workarounds, execs need business impact updates and timelines, and engineers need deep technical details. Manually juggling these different communication needs is time-consuming, error-prone, and frustrating when every minute counts.

Merge conflicts can derail your workflow at the worst possible moment. You’re making progress, ready to push your changes, and then suddenly—you hit a conflict. Now you have to stop, figure out what changed, track down a teammate, and resolve the issue before moving forward. It’s frustrating, time-consuming, and disrupts your momentum.

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If you grew up in the 80s and 90s, you probably remember your most beloved Trapper Keeper. The colorful binder contained all the folders, dividers, and lined paper to keep your middle school and high school self as organized as possible. Parsing JSON, a lightweight data format, is the modern, IT environment version of that colorful – perhaps even Lisa Frank themed – childhood favorite.

The advancement of AI has empowered businesses to incorporate intelligent automation into their applications. A serverless Generative AI (GenAI) API enables developers to harness cutting-edge AI models without the burden of infrastructure management. This guide walks you through building a scalable and cost-effective GenAI API using FastAPI, a high-performance Python framework with built-in async support and seamless AWS integration.

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