Frameworks Resources

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

· 3,304 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

· 2,461 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

· 3,885 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

· 2,057 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

· 1,481 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

· 7,930 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

· 5,480 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

· 2,515 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

· 1,578 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

· 7,022 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

· 1,655 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

· 2,243 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

· 5,522 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

· 5,538 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

· 3,427 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

· 1,762 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

· 2,352 Views

Renaming Columns in PySpark: withColumnRenamed vs toDF

Learn why toDF() outperforms withColumnRenamed in PySpark. Compare their impact on Spark’s DAG, performance, and readability for large-scale pipelines.

October 27, 2025

by Sameer Shukla

CORE

· 1,927 Views · 1 Like

Build a Dynamic Web Form Using Camunda BPMN and DMN

Camunda BPMN and DMN can be combined to build dynamic web forms that adapt fields and flows in real time, which reduces hardcoding and improves flexibility.

October 24, 2025

by Nabin Debnath

· 2,779 Views · 5 Likes

How to Build an MCP Server and Client With Spring AI MCP

Benefit from a cohesive system where individual components, such as LLM, MCP server, and MCP client, integrate seamlessly to deliver meaningful results.

October 23, 2025

by Horatiu Dan

CORE

· 4,052 Views · 6 Likes

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