Tools Resources

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

· 5,424 Views · 3 Likes

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

· 4,359 Views · 1 Like

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

· 1,934 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

· 3,682 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

· 5,256 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

· 5,157 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

· 5,003 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

· 6,348 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

· 3,856 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

· 1,393 Views

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

· 2,631 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

· 5,798 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

· 3,331 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

· 2,498 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

· 1,997 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

· 3,359 Views · 1 Like

Building a Containerized Quarkus API on AWS ECS/Fargate With CDK

Build production-ready Quarkus API on AWS ECS with CDK Infrastructure as Code. Includes database integration, caching, and comprehensive testing.

November 18, 2025

by Nicolas Duminil

CORE

· 5,096 Views

From Data Lakes to Intelligence Lakes: Augmenting Apache Iceberg With Generative AI Metadata on AWS

Build an AI-augmented data lake using Iceberg, Glue, and Bedrock to turn static metadata into searchable intelligence with semantic tags and AI summaries.

November 17, 2025

by Vivek Venkatesan

· 5,631 Views · 1 Like

Kubernetes CNI Drivers

Learn how Kubernetes assigns pod IPs using CNI. This guide breaks down how container networking works and walks through building a simple custom CNI plugin.

November 17, 2025

by Ramesh Sinha

· 2,862 Views · 2 Likes

Integrating AWS With Okta for Just-in-Time (JIT) Access: A Practical Guide From the Field

Static IAM users, login roles were killing our security posture and slowing everyone down. So we wired Okta and AWS with SAML and Okta Workflows for JIT access.

November 17, 2025

by Sanjay Kurra

· 4,673 Views · 3 Likes

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