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Originally published on AIdeazz — cross-posted here with canonical link. My Oracle Cloud bill for the last 12 months has been $0.00. This isn't a marketing stunt, it's a hard number. We run 10 production AI agents, processing hundreds of thousands of requests monthly. Our Groq bill for the same period was $12.48. Claude API? $8.17. Resend for email notifications? $4.00. These are the visible costs. The invisible ones, the "free tier" traps, and the operational overhead are where most AI st...

Built solo over a weekend for the WeMakeDevs × Zerops challenge. There's a live gateway you can poke at, and a section near the end about what it can't do. I was testing a GitHub integration with a tunnel open to my laptop. I shut the lid to go get coffee. When I came back, the push event was gone. Not delayed. Not sitting in a queue somewhere. Gone. I figured I'd misconfigured something. I hadn't. From GitHub's own docs: "GitHub does not automatically redeliver failed deliveries....

This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry . Prefer Watching Instead? If reading isn't your thing, no worries, I've got you covered. You can watch the video below: Table of Contents Introduction: In What Universe Did I Think This Was a Good Idea? The Game The Game Loop The Game Physics It Worked on My Machine Goddammit Understanding the Root Cause The Fix: Delta Time But There's a Catch: Not E...

When people think about artificial intelligence, Python is usually the first language that comes to mind. That makes sense—Python has an enormous AI and machine learning ecosystem. But Python is not the only good choice. For production applications, especially enterprise systems, Java can be an excellent language for building AI-powered software. Modern Java applications can connect to large language models, run machine learning models, build retrieval-augmented generation systems, process...

Model providers go down. They rate-limit you, they have capacity blips, a specific model gets deprecated, and sometimes a request just fails. If a model call is on a path your users care about, you want a fallback: if the first model errors, try another, ideally from a different provider so a single vendor's bad day does not become yours. The problem is that building that fallback the usual way means owning the differences between providers. Each has its own SDK with its own client setup, its...

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One might expect this since functional programmers pride themselves on the elegance of their code while programmers using hybrid languages just want to get the code working — elegance of the implementation is not that important to them. Comments URL: https://news.ycombinator.com/item?id=49234658 Points: 4 # Comments: 8

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