Microservices Resources

Building a Practical Cloud-Native Golden Path: A Guide to Kubernetes-Based Service Delivery, Self-Service, and Developer-Friendly Defaults

Golden paths standardize software delivery with self-service workflows, deployment guardrails, and observability while preserving team autonomy.

September 25, 2026

by Naga Santhosh Reddy Vootukuri

CORE

· 1,865 Views · 2 Likes

Kubernetes Operations Playbook: The Essentials for Keeping Scale, Complexity, and Drift Under Control

Kubernetes operations can drift as teams scale. Use this checklist to standardize clusters, releases, observability, access, reliability, and cost.

September 23, 2026

by Abhishek Gupta

CORE

· 2,880 Views · 2 Likes

Beyond Token Intelligence: Why AI Code Review Needs Cognitive Architectures

AI is generating code faster than humans can review it. The fix is cognitive architectures that understand not just "what changed" but "why" and whether it's safe.

September 22, 2026

by Sayan Chatterjee

· 2,497 Views · 3 Likes

MCP Is the USB-C of AI — Here's What That Actually Means for Your Architecture

A senior engineer's guide to production MCP: JSON-RPC 2.0 transport, OAuth 2.1 auth, stateless horizontal scaling, and where the protocol genuinely breaks.

September 21, 2026

by Dinesh Elumalai

CORE

· 2,177 Views · 2 Likes

Multi-Agent Systems: Architecture Patterns for Developers

Single agents break when tasks branch. Multi-agent systems split the work across coordinated agents. Learn the five core architecture patterns and when to use each.

September 18, 2026

by Matthew Truong

· 3,399 Views · 2 Likes

Understand the Sidecar Pattern by Deploying n8n to AWS Fargate

Learn how to deploy n8n Task Runners as AWS Fargate sidecars for isolated code execution, independent resources, and scalable workflow automation.

September 17, 2026

by Iyanuoluwa Ajao

· 3,200 Views · 2 Likes

AI Architectures That Drive Real Business ROI

Practical guide to 5 AI architectures that drive business ROI: decision intelligence, personalization, single-agent, multi-agent, and autonomous systems.

September 17, 2026

by Ram Ghadiyaram

CORE

· 3,594 Views · 1 Like

Architecting Production AI Across Clouds: Patterns That Decide System Survival

In production, enterprise AI rarely fails at the model. It fails in the architecture around it. Here are the cross-cutting patterns that work.

September 16, 2026

by VenkataSrinivas Kantamneni

· 3,229 Views · 2 Likes

Prompt Caching: Overriding Tokenization for Faster and More Cost-Effective AI

Prompt caching allows AI systems to reuse the processing of unchanged token sequences, resulting in faster inference, lower latency, and reduced costs.

September 11, 2026

by Ravi Ranjan Shahi

· 3,828 Views · 2 Likes

Replacing JSON With Protobuf in Your Microservice Mesh: A Zero-Downtime Migration Blueprint

JSON hurts at scale. Protobuf cuts payload size by ~72%, reduces CPU overhead, and enforces typed contracts. However, it needs careful schema management.

September 11, 2026

by Bansidhar kadiya

· 3,858 Views · 3 Likes

Kubernetes Says Ready. Your LLM Still Isn’t.

Kubernetes can say Ready before an LLM can infer. Measure the gap, then make the readiness check a real inference in production.

September 9, 2026

by Shamsher Khan

CORE

· 3,299 Views · 2 Likes

Architecting Trust: Agentic Microservice Testing Strategies in the Era of Non-Deterministic AI

Learn how to test, monitor, and deploy reliable agentic AI and multi-agent systems in enterprise environments using modern testing and CI/CD strategies.

September 8, 2026

by Viquar Khan

CORE

· 2,976 Views · 1 Like

Multilingual Conversational Payments Chatbot Architecture: Enterprise RAG With Safety Guardrails, Human Handoff, and Multi-Modal Support

A retrieval-augmented generation (RAG) pipeline that grounds LLM responses directly in your website/document content to prevent hallucinations.

September 4, 2026

by Sriram Ramakrishnan

· 2,851 Views · 2 Likes

The Startup Time Trick Hiding Inside Your Docker Build

Spring Boot pods reload the same classes on every start. A CDS training run inside your Dockerfile caches that work once and cuts startup time roughly in half.

September 3, 2026

by Garima Agarwal

· 3,755 Views · 4 Likes

Making Running Optional: Scaling AI Agents on Kubernetes With Agent Substrate

Learn how an early-stage open-source project separates workload lifecycle from compute allocation for bursty, stateful, and massively concurrent AI workloads.

September 3, 2026

by Mayowa Fajobi

· 2,963 Views · 1 Like

Portable Intelligence Architecture: When the Runtime Becomes the Hard Problem

As AI inference moves closer to live context, the hard problem shifts from model quality to runtime design. Portable Intelligence Architecture solves this.

September 2, 2026

by Punit Shah

· 2,616 Views · 2 Likes

Node.js Microservices Architecture: A Complete Guide

This guide walks you through the core architecture components and design patterns needed to build scalable microservices with Node.js and explains when to use each.

September 2, 2026

by Megha Verma

· 4,116 Views · 3 Likes

How to Monitor AI Models Without Drowning in Alerts

In this article, we will discuss monitoring AI models wisely. Prioritize actionable alerts so that real issues stand out instead of getting lost in the noise.

August 28, 2026

by Aditya Shrivastava

· 3,146 Views · 3 Likes

Member Spotlight: Shamsher Khan

We caught up with Shamser to talk about golden prompts, AI-assisted engineering, and how teams can build more consistent and governed AI workflows.

August 28, 2026

by Dominique Pugh

· 3,199 Views · 3 Likes

How Open Source Builds the Soft Skills Technical Leaders Need

Open source gives software engineers a real environment to practice soft skills like communication, influence, negotiation, trust, empathy, and collaboration.

August 27, 2026

by Otavio Santana

CORE

· 2,777 Views · 2 Likes

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