Coding Resources

Understanding MCP Architecture: LLM + API vs Model Context Protocol

PDF chatbot demo comparing LLM+API vs MCP: direct calls are simple for one app; MCP adds a server layer for tool discovery, reuse, and standardization.

May 1, 2026

by Sanjay Mishra

· 4,833 Views · 3 Likes

How to Log HTTP Incoming Requests in Spring Boot

In this article, you will learn how to log incoming requests in Spring Boot, using the class CommonsRequestLoggingFilter, through some simple configuration steps.

May 1, 2026

by Mario Casari

· 2,726 Views · 3 Likes

Designing a Production-Grade Multi-Agent LLM Architecture for Structured Data Extraction

Find out how a multi-agent LLM system overcomes the unreliability of single-LLM extraction when processing large volumes of documents for structured data.

May 1, 2026

by Haricharan Shivram Suresh Chandra Kumar

· 2,749 Views

Generate Random Test Data in PostgreSQL

Learn how to use PostgreSQL to generate random data for testing purposes, and use PL/pgSQL to automatically insert random values into your database tables.

May 1, 2026

by arvind toorpu

CORE

· 2,296 Views

Clean Code: Concurrency Patterns, Context Management, and Goroutine Safety, Part 5

Context first, goroutines need exit paths, channels over mutexes for coordination — and always run go test -race before shipping.

May 1, 2026

by Vladimir Yakovlev

· 1,726 Views · 1 Like

End-to-End Event Streaming With Kafka, Spring Boot and AWS SQS/SNS (Production-Ready Code Guide)

Kafka streams it, SNS fans it out, and SQS decouples it — three platforms, one resilient event pipeline wired together with Spring Boot.

April 30, 2026

by Mallikharjuna Manepalli

· 2,535 Views · 3 Likes

Java ProcessBuilder: Deadlocks, Zombies, and the 64 KB Wall

When Java spawns a child process, the OS creates a 64 KB pipe buffer that can silently deadlock your app. This is what happens at the kernel level and how to fix it.

April 30, 2026

by Haider Kagalwala

· 2,791 Views · 2 Likes

AI Agents for DevOps on Kubernetes Need Real Engineering, Not Magic

Kubernetes incident triage: OpenTelemetry → Kafka → CrewAI → RBAC scale. DORA 2024: 75% AI use, 39% low trust. AI correlates, humans approve changes.

April 30, 2026

by Abdul Majid Qureshi

· 2,374 Views

5 Layers of Prompt Injection Defense You Can Wire Into Any Node.js App

Regex-based input filtering alone won't stop prompt injection. This tutorial walks through a five-layer defense-in-depth strategy for Node.js apps.

April 30, 2026

by Raviteja Nekkalapu

· 2,437 Views

5 Ways Azure AI Search Enhances Enterprise RAG Architectures

Azure AI Search enhances RAG through hybrid search, semantic reranking, and enterprise-grade security for scalable production AI apps.

April 30, 2026

by Jubin Abhishek Soni

CORE

· 3,378 Views

Clean Code: Package Architecture, Dependency Flow, and Scalability, Part 4

Flat imports, internal for business logic, interfaces at the consumer side — your utils package is an architecture smell.

April 30, 2026

by Vladimir Yakovlev

· 2,005 Views · 1 Like

What AWS Kiro Matters for Agentic Development

AWS Kiro is a high-speed communication fabric for AI agents, enabling sub-millisecond coordination and persistent memory management.

April 29, 2026

by Jubin Abhishek Soni

CORE

· 2,332 Views

Implementing Effective Document Fraud Detection in C#

This article discusses some of the challenges of (and solutions for) adding fraud detection logic to automated document processing pipelines.

April 29, 2026

by Brian O'Neill

CORE

· 2,573 Views

The LLM Selection War Story: Part 3 - Decision Framework Through Failure Tolerance

Stop choosing LLMs by accuracy benchmarks. Three production case studies reveal why selecting models were based on their failure patterns.

April 28, 2026

by Dinesh Elumalai

CORE

· 2,527 Views · 2 Likes

Clean Code: Interfaces in Go — Why Small Is Beautiful, Part 3

Keep interfaces to 1–3 methods, define them on the consumer side, accept interfaces but return concrete types, and never confuse nil pointer with nil interface.

April 28, 2026

by Vladimir Yakovlev

· 2,127 Views · 1 Like

Open-Source LLM Tools Worth Your Time

Building with LLMs in 2026 means more than picking a model and calling an API. This article covers the full open-source stack by defining tools and their usage.

April 28, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 3,887 Views · 2 Likes

Java Backend Development in the Era of Kubernetes and Docker

Containerization with Docker and orchestration through Kubernetes enables Java backends to be deployed, scaled, managed efficiently in modern cloud-native environments.

April 28, 2026

by Ramya vani Rayala

· 4,422 Views · 5 Likes

Java in a Container: Efficient Development and Deployment With Docker

Docker containers make Java apps portable and consistent across environments, development, and deployment, and improve s scalability and streamline CI/CD.

April 28, 2026

by Ramya vani Rayala

· 2,741 Views · 2 Likes