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RY
Ryan Fitzgerald
Asked on 11-09-2025

How can I route traffic directly to a Docker container IP without using the -p port mapping flag?

I am trying to set up a microservices environment where I need direct routable access to each container's internal IP address from a separate physical machine on my local network. Using the standa...
Cloud Technology
12542 views
votes
JA
James Taylor
Asked on 11-09-2025

How to handle performance metrics for BAI domain in COBIT 5 projects?

I am managing a large software implementation and we are using the BAI (Build, Acquire, and Implement) domain. I need advice on how to set up performance metrics that track both the quality of the bui...
Software Development
8782 views
votes
JE
Jeffrey Vance
Asked on 11-09-2025

Is EffGen useful for improving model accuracy in Deep Learning projects?

I am working on a computer vision project and the training time is becoming unsustainable. Does the EffGen approach offer any specific techniques for data pruning or hyperparameter tuning that could s...
Deep Learning
15299 views
votes
SC
Scott Henderson
Asked on 11-09-2025

Does the PMI-CPMAI credential help PMPs transition to AI infrastructure management?

I am looking closely at the to upscale my skills. For senior practitioners already well-versed in scrum, does the framework provide deep insights into model development lifecycle tracking, or is it mo...
Project Management
8958 views
0 votes
RY
Ryan Gosling
Asked on 11-09-2025

What is the recommended CI/CD workflow for deploying updates to a kubernetes production environment?

Our current Jenkins pipeline for kubernetes feels clunky. We are manually updating image tags in our YAML files, which is prone to error. Should we be moving toward a GitOps approach with tools like A...
Agile and Scrum
11970 views
votes
JU
Justin Perry
Asked on 11-09-2025

Does your Cyber Security policy include an AI detector check?

We are updating our internal security protocols and I’m pushing for an AI detector to be used on all external-facing reports. With the rise of phishing and social engineering, I feel that knowin...
Cyber Security
12495 views
votes
GR
Gregory Nelson
Asked on 11-09-2025

Are the latest breakthroughs in autonomous AI agent technology ready to replace human engineers in DevOps?

Everyone is talking about the latest breakthroughs in autonomous AI agent technology and how they write code, debug repositories, and fix server issues independently. As a DevOps engineer, I want to k...
Software Development
8771 views
votes
AL
Albert Crawford
Asked on 11-09-2025

Do ThreadLocals cause memory leaks in Java web apps?

We are running a high-volume Spring application on Tomcat and seeing steady heap growth. What causes memory leaks in Java applications when using ThreadLocal variables across web server threads, and w...
Software Development
12787 views
votes
TH
Thomas Richardson
Asked on 11-09-2025

Can the Google Data Analytics Certificate replace a 4-year degree for US data jobs?

I am debating between finishing my degree or just getting the Google Data Analytics Certificate to save money. In America, are companies actually hiring people who only have this certification, or is ...
Data Science
8939 views
votes
DO
Douglas Keller
Asked on 11-09-2025

How do open source model APIs compare to proprietary developer endpoints

Our engineering group is evaluating our options for production software. Which generative AI services provide API access for developers looking to utilize open-source models without hosting them local...
Deep Learning
8807 views
votes

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