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Stephanie Duncan
Asked on 11-10-2025

What makes microservices ideal for CI/CD pipelines in the cloud?

We are trying to speed up our deployment cycles. Can anyone explain why are microservices popular in cloud architecture for teams aiming to achieve true continuous delivery? How does splitting up an a...
Software Development
11383 views
votes
GA
Gary Vane
Asked on 11-10-2025

Why does mobile website loading speed lag behind desktop scores in Lighthouse

We recently launched an upgrade on our platform but our mobile page speed metrics are tanking on Google Lighthouse audits. Desktop is fine, but mobile performance is dragging down our keyword visibili...
Software Development
9002 views
votes
PE
Peter Jenkins
Asked on 11-10-2025

How are you defending your CI/CD pipelines against AI-driven "Poisoning" of dependencies?

I’m seeing reports of attackers using AI to generate thousands of "typosquatted" packages that look like legitimate libraries. They even use LLMs to write fake documentation and GitHub...
Software Development
9523 views
votes
PA
Patrick Bateman
Asked on 10-10-2025

How can I fix circular dependencies during dependency injection in Spring Boot?

My team is migrating an enterprise app and ran into a circular reference error during startup. How does dependency injection in Spring Boot handle circular dependencies, and what is the cleanest archi...
Software Development
16595 views
votes
SC
Scott Parker
Asked on 10-10-2025

Implementation of Generative AI (ChatGPT, Gemini) in automated software testing pipelines?

I'm trying to integrate Generative AI (ChatGPT, Gemini) into our CI/CD pipeline to automatically generate unit tests. Is anyone successfully using these models to write test cases for legacy codeb...
Software Development
11103 views
votes
SC
Scott Parker
Asked on 10-10-2025

Handling long-running LLM inferences in Django (AI backend) without timing out?

My Django (AI backend) often hits 504 Gateway Timeouts when calling complex LLM chains that take over 30 seconds. How are you guys handling these long-running AI tasks? Is it better to use WebSockets ...
Software Development
11115 views
votes
SC
Scott Parker
Asked on 10-10-2025

Integration of OpenCV with Python for automated document scanning and edge detection?

I am trying to build a mobile-friendly document scanner. I’ve been using OpenCV for contour detection, but I’m struggling to get a clean four-point transform when the paper is at an angle....
Software Development
11130 views
votes
BR
Brian Foster
Asked on 10-10-2025

Which programming languages are essential for building generative AI models today?

I’m a web developer looking to pivot. Beyond Python, are there other languages I should master to work efficiently with generative AI models? I see some people mentioning C++ for performance or ...
Software Development
9911 views
votes
DE
Derek Stone
Asked on 10-10-2025

How to use Function Calling in Spring AI to connect LLMs with internal APIs?

I want my LLM to be able to fetch real-time data from our internal inventory REST API. How do I register a Java function as a tool for the model in Spring AI? Is there a way to let the model decide wh...
Software Development
5298 views
votes
JA
Jason Brennan
Asked on 10-10-2025

Is PyTorch 2.0 efficient enough for large scale industrial Computer Vision deployments?

We are considering migrating our Computer Vision pipeline from a legacy system to PyTorch 2.0. My main concern is the inference speed and memory optimization when handling high-resolution video stream...
Software Development
12482 views
votes
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