Frameworks Resources

Pandera: The Open-Source Framework for Data Validation

Pandera is an open-source library for validating DataFrame-like objects (such as pandas, Polars, and Dask) by defining schemas that specify column names, data types.

December 22, 2025

by Srinivasarao Rayankula

· 1,880 Views

Agile Manifesto: The Reformation That Became the Church

Learn about how disruptive movements — from Luther to Agile — often harden into the orthodoxies they opposed, and how to follow principles, not rituals.

December 18, 2025

by Stefan Wolpers

CORE

· 1,827 Views · 5 Likes

A Diagnostic Framework for Investigating Model Performance Degradation in Production

This blueprint for a model performance drift post mortem can help build a resilient data and model ecosystem for reliable model performance in production.

December 11, 2025

by Sayantan Ghosh

· 1,618 Views · 1 Like

Why Traditional QA Fails for Generative AI in Tech Support

A dual-layer AI framework ensures continuous quality and reliable performance of GenAI support agents in complex technical environments.

December 4, 2025

by Rohith Narasimhamurthy

· 3,476 Views

AI-Powered Data Integrity for ECC to S/4HANA Migrations

Ensure accurate SAP ECC-to-S/4HANA migrations with an AI-powered framework for automated data validation, reconciliation, and real-time insights.

December 4, 2025

by Gaurav Sharma

· 2,528 Views

Encapsulation Without "private": A Case for Interface-Based Design

This article challenges a core OOP assumption on encapsulation and explores how we think about access control using interfaces.

December 4, 2025

by Mykola Haliullin

· 4,087 Views

From Chaos to Clarity: Building a Data Quality Framework That Actually Works

This article offers a practical, step-by-step guide to fix this by defining data quality goals, setting governance standards, adding monitoring, and building trust.

December 1, 2025

by Venkataram Poosapati

· 2,182 Views · 1 Like

Revamping Real-Time Data Ingestion for Scalable Media Intelligence

AI-augmented microservices streaming architecture (Spring Boot, Kafka, Elasticsearch) to handle 8.64 million real-time media articles per day.

November 25, 2025

by Sindhukumar Rajakumaran

· 1,518 Views

Building a Retrieval-Augmented Generation (RAG) System in Java With Spring AI, Vertex AI, and BigQuery

Build a Java RAG application using Spring Boot, Vertex AI embeddings, BigQuery vector search, and a web UI for interactive PDF-based question answering.

November 24, 2025

by Mohammed Fazalullah Qudrath

· 8,160 Views · 8 Likes

Creating an MCP Client With Spring AI

This blog post outlines the creation of an MCP client using Spring AI, building upon a previously established MCP server.

November 24, 2025

by Gunter Rotsaert

CORE

· 5,716 Views · 2 Likes

Why the MITRE ATT&CK Framework Actually Works

ATT&CK makes detection engineering measurable by mapping real TTPs to your content, exposing visibility gaps attackers rely on to stay hidden.

November 21, 2025

by John Vester

CORE

· 2,568 Views · 1 Like

Advanced Usage of Decodable in Swift: Handling Dynamic Keys

Use DynamicKey to safely decode JSON with unpredictable keys — it avoids fragile if let chains and makes your decoding logic flexible and maintainable.

November 20, 2025

by Ada Kirsch

· 1,630 Views · 1 Like

Beyond the Vibe: Why AI Coding Workflows Need a Framework

"Vibe coding" with AI improvising without a plan is fast but costly, leading to high rework, wasted money on tokens, and low-quality code.

November 17, 2025

by Akash Lomas

· 7,271 Views · 2 Likes

Data-Driven Enterprise Apps: How Laravel Simplifies Analytics Integration

Laravel uses intelligent data analytics to make building enterprise apps easier, helping businesses make faster, data-driven decisions.

November 14, 2025

by Arun Goyal

· 1,675 Views

Compose Architecture, Done Right: MVI’s Unidirectional State vs. MVVM

TL;DR: Compose wants one-way data and a single UiState. MVI delivers that-fewer surprises, cleaner tests, and explicit effects.

November 12, 2025

by Mohan Sankaran

· 2,317 Views · 6 Likes

Creating an MCP Server With Spring AI

This article provides a step-by-step guide to creating a Model Context Protocol (MCP) server using Spring AI and explains the advantages of using MCP.

November 11, 2025

by Gunter Rotsaert

CORE

· 5,601 Views · 6 Likes

Laravel + Next.js Integration Guide (Real-World Setup, 2025)

This guide walks through a production setup where a Laravel 12 backend powers a Next.js 15 frontend with cookie-based auth via Laravel Sanctum.

November 7, 2025

by Jeff Tomas

· 5,663 Views

AI-Assisted Software Engineering With OOPS, SOLID Principles, and Documentation

Top-down defines the "what"; bottom-up builds the "how." OOP and SOLID enable flexible, reusable design. AI helps, but only with a clear structure and context.

November 5, 2025

by Narendran Solai Sridharan

· 3,547 Views · 1 Like

Top Takeaways From Devoxx Belgium 2025

In October 2025, Devoxx Belgium showcased its 22nd edition, emphasizing Java and AI advancements. Sessions covered were AI workflows, architecture decisions, and more.

November 4, 2025

by Gunter Rotsaert

CORE

· 1,809 Views · 3 Likes

Set Up Spring Data Elasticsearch With Basic Authentication

Guide to configure SSL communication with Elasticsearch via Spring Data Elasticsearch. Additionally, the communication is secured with BASIC authentication.

October 27, 2025

by Arnošt Havelka

CORE

· 2,413 Views

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