Coding Resources

JDK 17 Memory Bloat in Containers: A Post-Mortem

Upgrading from JDK 8 to JDK 17 spiked container memory from ~50% to 100% due to excessive JVM threads, glibc malloc arenas, and G1GC native allocation.

December 2, 2025

by Saumya Tyagi

· 13,511 Views · 11 Likes

A Comparative Analysis of AI Tools for Developers in 2025

This is a review of the best AI tools for developers, such as GitHub Copilot, Cursor, Cody, Aider, and Windsurf for software development, and improved performance.

December 2, 2025

by Kavin Xavier

· 5,499 Views · 3 Likes

Real-Time Computer Vision on macOS: Accelerating Vision Transformers

Build a real-time Python application that estimates a person’s age via webcam using a state-of-the-art Vision Transformer (ViT).

December 1, 2025

by Ilia Ivankin

· 2,528 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

· 1,920 Views · 1 Like

Building a Production-Ready MCP Server in Python

Develop a production-grade MCP server in Python with JWT auth, scope-based governance, rate limits, and OTEL tracing for both STDIO and HTTP modes.

December 1, 2025

by Nabin Debnath

· 2,258 Views

Is TOON the Next Lightweight Hero in Event Stream Processing With Apache Kafka?

Majorly beneficial for LLM-specific pipelines, we can use TOON to ingest stream data into an Apache Kafka topic, as it's a compact, token-efficient serialization format.

November 28, 2025

by Gautam Goswami

CORE

· 4,433 Views · 1 Like

From Repetition to Reusability: How Maven Archetypes Save Time

Teaching teams to rely on Maven archetypes means less setup, fewer errors, and more time spent on solving real problems.

November 28, 2025

by Soham Sengupta

· 4,510 Views · 3 Likes

Five Nonprofit & Charity APIs That Make Due Diligence Way Less Painful for Developers

Explore 5 top nonprofit & charity APIs that help developers simplify due diligence, verify organizations faster, and save valuable time.

November 28, 2025

by Muhammad Talha Mohsin

· 2,662 Views · 1 Like

Building a Simple MCP Server and Client: An In-Memory Database

A basic in-memory database server using MCP, complete with an interactive client to create tables, insert data, and query it.

November 27, 2025

by Anil Malakar

· 4,200 Views · 5 Likes

How To Restore a Deleted Branch In Azure DevOps

Deleted an Azure DevOps branch? Recovery is your responsibility. See how to restore branches and why a proper backup strategy is essential when failure strikes.

November 27, 2025

by Milosz Jesis

· 1,946 Views

Mastering Fluent Bit: Controlling Logs with Fluent Bit on Kubernetes (update to Part 4)

This intro to mastering Fluent Bit covers what Fluent Bit is, why you want to use it on Kubernetes, and how to get back control of your logs in minutes.

November 27, 2025

by Eric D. Schabell

CORE

· 3,741 Views · 2 Likes

AWS Airflow vs Step Functions: The Data Engineering Orchestration Dilemma

When you're building data pipelines in AWS, choosing between Managed Airflow and Step Functions isn't just a technical decision — it's a strategic one.

November 27, 2025

by Janani Annur Thiruvengadam

CORE

· 5,368 Views · 2 Likes

Automating FastAPI Deployments With a GitHub Actions Pipeline

In this post, you’ll learn how to automate FastAPI deployments with GitHub Actions so every push runs tests and triggers a clean, hands-off deployment.

November 27, 2025

by Durojaye Olusegun

· 5,238 Views · 5 Likes

How to Push Docker Images to AWS Elastic Container Repository Using GitHub Actions

Learn how to automate CI/CD with GitHub Actions to build, tag, and push Docker images to AWS ECR, simplifying deployments directly from your repo.

November 26, 2025

by Purnima Upadhyaya

· 5,104 Views

Top 5 Practices for Building Dockerized MCP Servers

Learn the best practices for building MCP Servers and use them to power your LLM-powered applications. Make sure your setup has isolation and is secure.

November 26, 2025

by Mahak Shah

· 6,453 Views

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

· 3,902 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

· 3,562 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

· 1,403 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

· 9,112 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

· 4,948 Views

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