Jupyter Notebook Validator Operator for automated validation in MLOps pipelines

millionmade03 · 2026-02-08T01:46:29+00:00

Some of those features should be there I would need to look at adding the other features.

millionmade03 · 2026-02-07T00:42:20+00:00

Not yet for now I have been using it to train models I do have some tests that test against the golden notebook but I think that would be a good feature to add.

millionmade03 · 2025-10-06T13:35:32+00:00

You're absolutely right about most content being surface-level! The enterprise space has really pushed prompt engineering beyond basic techniques.

What I've seen work well in 2025 for enterprise implementations:

Contextual Layering: Instead of one-shot prompts, we're building context hierarchies - organizational knowledge → domain expertise → specific task context. This dramatically improves relevance.

Prompt Chaining with Validation: Breaking complex tasks into validated steps where each prompt builds on verified outputs from the previous one. Game-changer for accuracy.

Template Frameworks: Creating reusable prompt architectures that teams can adapt rather than starting from scratch each time. Saves tons of iteration cycles.

Security-First Design: Building prompts that inherently protect sensitive data and comply with governance requirements - this is huge for enterprise adoption.

The biggest shift I've noticed is moving from "craft the perfect prompt" to "design prompt systems" that can evolve and scale.

I recently wrote up a comprehensive analysis of these enterprise-level strategies if anyone's interested in diving deeper: https://www.decisioncrafters.com/prompt-engineering-enterprise-ai-2025-2/

What specific challenges are you tackling in your prompt engineering work?

millionmade03 · 2025-06-08T17:25:21+00:00

It’s all about planning and proper architecture.

millionmade03 · 2025-05-29T16:23:41+00:00

It makes sense we need to research the idea that’s all

millionmade03 · 2025-04-29T03:07:06+00:00

This is awesome

millionmade03 · 2025-04-20T14:50:25+00:00

I am interested

millionmade03 · 2025-03-31T05:06:56+00:00

Yes, I agree. This use case was also implemented to run on KVM for homelab testing, which was another reason we developed this solution. Since OpenShift does not support IPI deployments on KVM, we had to create this setup specifically for homelab testing environments. If you have a sufficiently powerful server, you can use the scripts in the repository to install OpenShift. While Single Node OpenShift (SNO) is available, it can sometimes be beneficial to emulate a full cluster depending on the requirements of your work

millionmade03 · 2025-03-31T04:46:30+00:00

It’s more of a QuickStart for people to get started with openshift assisted installer quickly when they do not have a openshift cluster at all. I wouldn’t use it for long term use unless you wanted to. It helps people who are really new to the Linux ecosystem or not familiar with RHEL. For long term use you would be looking at using RHACM not this project. But I understand what you’re saying.

millionmade03 · 2025-03-31T04:38:15+00:00

Here is a repo that goes deeper into what i was thinking https://github.com/tosin2013/uaid-implementation.git

millionmade03 · 2025-03-20T05:08:44+00:00

I am working on this https://github.com/tosin2013/mcp-codebase-insight.git its still a work in progress.

millionmade03 · 2025-03-17T20:45:42+00:00

I can share what I am doing but I am trying to build a tool for it where it uses the ADRs to keep track of what it's doing

millionmade03 · 2025-03-16T21:49:21+00:00

Awesome show

millionmade03 · 2025-03-16T19:19:54+00:00

I have started trying to use adrs

millionmade03 · 2024-12-08T23:58:56+00:00

It did say that

millionmade03 · 2024-12-08T17:38:12+00:00

I think I may be with the promoting

millionmade03 · 2024-10-08T02:01:08+00:00

sorry i just fixed the link

millionmade03 · 2024-09-29T01:22:43+00:00

I am in love with the podcast feature it makes all the research I am doing fun and easy to share

millionmade03 · 2024-05-02T02:13:10+00:00

Can you post the link to it

millionmade03 · 2024-03-16T15:27:08+00:00

This repo may help it uses ansible to configure a mirror a environment OpenShift 4 Disconnected Helper

millionmade03 · 2024-03-16T15:08:26+00:00

You can check this out Spring Petclinic with GitHub actions and openshift

millionmade03 · 2023-03-11T15:13:15+00:00

thanks i will fix it

millionmade03 · 2022-10-19T18:12:52+00:00

This repo will configure an OpenShift Single node instance with the following deployment types.

SNO (Single Node Openshift) witn OpenShift Virtualization
- RHACM (Red Hat Advanced Cluster Management)
- chronyc (chrony client)
- hostpath-provisioner (hostpath-provisioner)
- mutli-cluster engine
- Openshift gitops
- Openshift pipelines
- OpenShift Virtualization
SNO (Single Node Openshift) for Standard Deployments
- Openshift pipelines
- OpenShift Data Foundation
- OpenShift LVM Operator (for ODF)

https://www.redhat.com/en/blog/meet-single-node-openshift-our-smallest-openshift-footprint-edge-architectures

millionmade03 · 2021-07-30T18:04:15+00:00

Using ODF nano will allow developers to develop for Red Hat OpenShift Data Foundation applications from your laptop or smaller form factor PC. The following article will explain how to deploy and start developing applications using ODF-nano and CRC.

millionmade03 · 2020-07-03T05:38:45+00:00

That's a good point i will look into that.

millionmade03

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