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𝗠𝗖𝗣 𝘃𝘀 𝗔𝗣𝗜.
An 𝗔𝗣𝗜 defines how software systems communicate through specific endpoints, requests, and responses. It gives applications a structured way to access data or trigger functionality in another system.
𝗠𝗖𝗣 gives AI applications a standardized way to discover and use external tools, data, and resources. Instead of building custom integrations for every AI client, an MCP server exposes capabilities through a common protocol.
APIs expose functionality to software. MCP standardizes how AI applications discover and interact with that functionality.
But once AI sits behind an API, the request-response model gets harder.
Inference might take longer than the request can stay open. It might fail halfway through. It might need to be retried.
That changes how the API itself should be designed.
Oracle’s guide breaks down how to design for that with asynchronous jobs, workers, durable state, and predictable API contracts.
𝗥𝗲𝗮𝗱 𝘁𝗵𝗲 𝗴𝘂𝗶𝗱𝗲 → https://t.co/YIJ4uDSgRA
What else would you add?
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🙏 Thanks to @OracleDevs for sponsoring this post.
➕ Follow me ( Nikki Siapno ) to improve at AI and system design.
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this is f**king dangerous
watched a 18-year-old kid casually explain how he makes $10k/month using AI while sleeping and i’m convinced 99% of people are missing this
the entire setup:
pick a YouTube channel that posts often. drop the link into one tool. plug in your TikTok, Instagram, YouTube Shorts. close the laptop.
from that point on, AI does everything catches every new upload, slices the viral moments, captions them, blasts them across every platform.
> 1M views ≈ $2,000
>zero editing, zero posting, zero stress
> 10 min to set up, runs on autopilot forever
you’re not making content. you’re owning a content factory.
the full step-by-step is in the article below exact tools, exact stack, exact playbook
save it
el ingeniero que construyó Claude Code acaba de publicar un video de 28 minutos sobre cómo escribir prompts que realmente funcionan
he visto cursos de 300$ que no cubren lo que él muestra en los primeros 5 minutos
todo en un video y completamente gratis