Coding Resources

Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache

Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.

February 10, 2026

by Anusha Kovi

CORE

· 985 Views · 1 Like

Secure Multi-Tenant GPU-as-a-Service on Kubernetes: Architecture, Isolation, and Reliability at Scale

GPU-as-a-Service makes it easier to share accelerators, but it also raises concerns about isolation and security. This introduces a secure Kubernetes architecture.

February 10, 2026

by Harvendra Singh

· 1,602 Views

Building a Self-Healing Observability System with AWS Bedrock AgentCore

This article explains how to build a self-healing observability system with AWS Bedrock AgentCore using AI agents to analyze and remediate infrastructure issues.

February 9, 2026

by Lakshmi Narayana Rasalay

· 1,506 Views

Agentic DataOps With Guardrails: MCP and MWAA for Pipeline Incident Response

Treat MWAA failures like incident response. Use MCP for safe, bounded tools and a human-approved, audited, validated DAG trigger.

February 9, 2026

by Anusha Kovi

CORE

· 593 Views · 1 Like

An AI-Driven Architecture for Autonomous Network Operations (NetOps)

NetOps teams often face a skills gap when troubleshooting complex infrastructure. This article presents an automation pattern for an AI co-pilot for incident response.

February 9, 2026

by Dippu Kumar Singh

· 1,367 Views

Next-Level Persistence in Jakarta EE: How We Got Here and Why It Matters

From JPA to Jakarta Data and NoSQL, Jakarta EE embraces store-agnostic repositories and polyglot persistence in the enterprise Java model.

February 9, 2026

by Otavio Santana

CORE

· 1,296 Views · 2 Likes

Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data

MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.

February 9, 2026

by Ram Ghadiyaram

CORE

· 1,370 Views · 1 Like

Building Modern Full-Stack Python Applications: MVC Architecture Meets Enterprise-Ready Python

Explore how MVC architecture and modern Python tooling (uv, Ruff, mypy) enable enterprise-ready full-stack development with practical FastAPI + Flet examples.

February 6, 2026

by Craig Oda

CORE

· 2,675 Views · 4 Likes

Best Java GUI Frameworks for Modern Applications

This article reviews the top 8 Java GUI frameworks — Swing, SWT, JGoodies, JavaFX, JIDE, Apache Pivot, Hibernate, and Spring.

February 6, 2026

by Rodolfo Ortega

· 3,472 Views

String to Unicode Converter Utility

Java utility to convert strings to Unicode sequences and back, solve encoding issues, debug text problems, and ensure cross-system text compatibility.

February 5, 2026

by Michael Gantman

· 571 Views · 1 Like

Rate Limiting Beyond “N Requests/sec”: Adaptive Throttling for Spiky Workloads (Spring Cloud Gateway)

Build smarter Spring Cloud Gateway throttling — fair per-client limits, a global cap, and adaptive tuning — to survive spikes without meltdowns.

February 4, 2026

by Varun Pandey

· 1,252 Views · 1 Like

Automating Lift-and-Shift Migration at Scale

Moving 100+ servers to the cloud manually is a recipe for disaster. Here is an architectural pattern for building an automated Migration Factory.

February 4, 2026

by Dippu Kumar Singh

· 651 Views

Building a 300 Channel Video Encoding Server

NETINT VPU Technology with Ampere® Altra® Processors set new operational cost and efficiency standards

February 3, 2026

by John Oneill

· 2,399 Views · 1 Like

AI-Powered Spring Boot Concurrency: Virtual Threads in Practice

AI does not handle threads; it handles decisions. This article looks into how AI can help set safe concurrency limits for Spring Boot virtual threads.

February 3, 2026

by Lavi Kumar

· 2,065 Views · 1 Like

How to Verify Domain Ownership: A Technical Deep Dive

A practical guide to implementing the three standard domain verification methods: DNS TXT, meta tags, and file-based verification.

February 3, 2026

by Illia Pantsyr

· 1,932 Views · 1 Like

Distributed Task Queue With Python asyncio + Redis (A Celery Replacement)

This article discusses how to build a lightweight, distributed task queue using Python asyncio and Redis as a simpler alternative to Celery for I/O-bound workloads.

February 3, 2026

by Surya Bhaskar Reddy Karri

· 1,424 Views · 2 Likes

Building SRE Error Budgets for AI/ML Workloads: A Practical Framework

ML systems decay gradually instead of breaking suddenly, so we need error budgets for model accuracy, data freshness, and fairness — not just uptime.

February 3, 2026

by Varun Kumar Reddy Gajjala

· 1,949 Views · 1 Like

How Global Payment Processors like Stripe and PayPal Use Apache Kafka and Flink to Scale

How top payment processor companies like Stripe, PayPal, Payoneer, and Worldline use data streaming for real-time payments and fraud detection.

February 3, 2026

by Kai Wähner

CORE

· 1,515 Views · 3 Likes

Building Real-Time KPI Intelligence with Self-Service BI: From Static Dashboards to Proactive Control Systems

This article explains how to build real time, self service KPI intelligence that shifts teams from passive reporting to proactive, automated decisions.

February 2, 2026

by Laxmi Vanam

· 1,020 Views

A Generic MCP Database Server for Text-to-SQL

A YAML-driven, secure, and scalable framework that enables accurate text-to-SQL queries across PostgreSQL, MySQL, Snowflake, Redshift, and more.

February 2, 2026

by Baskar Sikkayan

· 1,951 Views · 2 Likes

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