Coding Resources

LLMOps Under the Hood: Docker Practices for Large Language Model Deployment

LLMs need GPUs, libraries, and stable setups, which makes them hard to run. Docker simplifies this by packaging everything into portable containers.

November 26, 2025

by Pragya Keshap

· 3,670 Views

Breaking the Chains of the GIL in Python 3.14

Python 3.14 officially makes the GIL optional. This deep dive explores the free-threaded architecture, performance trade-offs, and practical migration strategies.

November 25, 2025

by Nataraj Mocherla

· 3,227 Views

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

· 1,314 Views

Integrating Lakeflow Connect With PostgreSQL: A Developer’s Complete Hands-On Guide From the Field

Traditional ingestion required custom ETL jobs that were costly to scale and maintain for PostgreSQL. To eliminate that overhead, I wired Lakeflow Connect for PostgreSQL.

November 25, 2025

by Jyoti Kunal Shah

· 8,596 Views

How to Test POST Requests With REST Assured Java for API Testing: Part I

Test POST requests with REST Assured for API testing with this step-by-step guide for software test automation engineers, designed to build reliable API tests.

November 25, 2025

by Faisal Khatri

CORE

· 4,589 Views

Integrating Node.js Applications With MCP Servers

Learn how to integrate Node.js apps with Model Context Protocol (MCP) servers using the official @modelcontextprotocol/sdk and mcp-handler libraries.

November 25, 2025

by Surya Bhaskar Reddy Karri

· 3,650 Views · 6 Likes

Effective Strategies for AWS Cost Optimization

Proven tips and techniques for optimizing AWS costs, including monitoring usage, setting budgets, and leveraging cost-effective services

November 25, 2025

by Prabhakar Mishra

· 2,549 Views · 1 Like

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

· 6,946 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

· 4,586 Views · 2 Likes

Architectural Evidence in Enterprise Java: Making Domain-Driven Design Visible

Use CDI stereotypes + JMolecules annotations to make DDD architecture explicit, enforceable, and testable. This preserves design intent as your Java system evolves.

November 24, 2025

by Otavio Santana

CORE

· 6,156 Views · 4 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

· 2,384 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

· 1,446 Views · 1 Like

How I Cut Kubernetes Debugging Time by 80% With One Bash Script

Built a bash script that analyzes Kubernetes clusters in 60 seconds, generating HTML/JSON/Markdown reports. Saved 70 minutes daily across 8 clusters.

November 20, 2025

by Shamsher Khan

CORE

· 5,538 Views · 4 Likes

Kubernetes CSI Drivers

What does a storage standard specification look like? Why do we need it, and which problem does it solve? How does it work in practice, and what impact can it have?

November 20, 2025

by Ramesh Sinha

· 3,197 Views · 2 Likes

Why Internal Tools Waste So Much Engineering Time

A tiny bug. A big bank. Hours lost. What this incident says about how we handle internal support and what to do about it.

November 20, 2025

by Thomas Johnson

CORE

· 2,447 Views · 2 Likes

Zero Trust in API Gateways: Building Bulletproof Infrastructure With Istio and OPA

Traditional API security is broken. Perimeter defenses can't protect distributed microservices architectures where 83% of web traffic is now API-based.

November 19, 2025

by David Iyanu Jonathan

· 2,793 Views · 2 Likes

Smart AI Agent Targeting With MCP Tools

Transform your basic multi-agent system with business tiers, geographic targeting, and MCP tool integration using LaunchDarkly AI Configs.

November 19, 2025

by Scarlett Attensil

· 1,951 Views · 2 Likes

From Zero to Local AI in 10 Minutes With Ollama + Python

In under ten minutes, install Ollama, pull a modern model, call it from Python or REST, and ship a repeatable Modelfile with a quick glance at the security checklist.

November 18, 2025

by Parthiban Rajasekaran

· 24,243 Views · 10 Likes

How to Create a Responsive Filter Component on React Guide

This guide walks developers through building a responsive filter component in React that adapts to both desktop and mobile views using dropdowns and modals.

November 18, 2025

by Chase Bolt

· 3,636 Views · 2 Likes

NVIDIA GPU Operator Explained: Simplifying GPU Workloads on Kubernetes

Learn how NVIDIA GPU Operator simplifies GPU management in Kubernetes. Explore features, setup steps, and best practices for AI/ML workloads.

November 18, 2025

by Sagar Parmar

· 3,284 Views · 1 Like

The Latest Coding Topics