Microservices Resources

Architecting Trustworthy AI: Engineering Patterns for High-Stakes Environments

This post presents three domain-agnostic engineering patterns for building AI systems that remain safe even when the model is wrong.

June 29, 2026

by Sujay Puvvadi

· 1,614 Views

Building Production-Safe Agentic Remediation With Docker MCP Gateway: Lessons From 43% to 100% Accuracy

We built an AI Docker remediation system on MCP Gateway. First version: 43% correct. After 9 engineering fixes: 100%. Here's what changed.

June 29, 2026

by Mohammad-Ali Arabi

· 2,542 Views

Implementing Asynchronous Communication Between Microservices Using Kafka and Spring Boot

Kafka decouples services, buffers spikes, and routes failures to a DLT. Schemas are contracts; consumers must be idempotent.

June 24, 2026

by Mallikharjuna Manepalli

· 3,373 Views · 1 Like

Who Owns the Data Stack?: How AI Is Reshaping Ownership, Architecture, and Accountability Across Teams

Build AI-native data systems with clear ownership, semantic contracts, and governance. Learn how accountability, retrieval, and data quality shape AI behavior.

June 24, 2026

by Miguel Garcia

CORE

· 1,501 Views · 2 Likes

Your AI Coding Agent Can't Steal What It Never Had: The Docker Sandbox Isolation Story

Docker Sandbox runs AI agents in microVMs. The API key never enters the sandbox — the host proxy authenticates on the agent's behalf.

June 19, 2026

by Shamsher Khan

CORE

· 2,513 Views · 1 Like

The Rise of Microservices Architecture in Scalable Applications

Microservices architecture enables scalable applications by breaking systems into independent services, improving flexibility and scalability.

June 17, 2026

by Mitchell Jhonson

· 2,381 Views

Parallel Kafka Batch Processing With Kotlin Coroutines in Spring Boot

Learn how Kotlin Coroutines improve Spring Boot Kafka batch processing with parallel execution, resource throttling, and faster database operations.

June 16, 2026

by Erkin Karanlık

· 2,859 Views · 1 Like

Runtime Formula Evaluation With MVEL Library in Spring Boot

Learn how to use MVEL in Spring Boot to move business rules into the database, reduce deployments, and support dynamic runtime calculations.

June 16, 2026

by Erkin Karanlık

· 2,726 Views

Building a Multi-Agent Orchestration Capability: Architecture and Code Walkthrough

An architectural pattern where multiple specialized AI agents collaborate through a central orchestrator and leverage tools to solve complex user objectives.

June 16, 2026

by Narendra Lakshmana gowda

· 1,411 Views

Operationalizing Enterprise AI at Scale: Architecture, Governance, and Adoption

Enterprise AI success depends on scalable architecture, governance automation, AI operations, observability, and developer-first enablement strategies.

June 12, 2026

by Aravind Nuthalapati

CORE

· 2,822 Views · 3 Likes

A Spring Boot App With Half the Startup Time

Learn how Project Leyden and AOT caching can cut Spring Boot startup time in half, improving Kubernetes scaling and application responsiveness.

June 12, 2026

by Sven Loesekann

· 3,987 Views · 3 Likes

Architecting Proactive IT: NinjaOne Remote Monitoring and Management

Transforming from reactive IT support to proactive infrastructure management requires platforms built on modern architectural principles.

June 12, 2026

by Stelios Manioudakis

CORE

· 3,222 Views · 2 Likes

Beyond REST: Architecting High-Density Agentic Microservices With MCP and WASI-NN

REST APIs waste tokens. UMA uses MCP to bridge agents to local Wasm/WASI-NN, slashing costs and latency by replacing raw data with deterministic, executable intent.

June 12, 2026

by Nabin Debnath

· 2,390 Views

Combining Temporal and Kafka for Resilient Distributed Systems

Kafka handles durable event streaming while Temporal manages long-running workflow state, retries, and recovery to build resilient distributed systems.

June 9, 2026

by Akhil Madineni

CORE

· 2,317 Views · 2 Likes

Frame Buffer Hashing for Visual Regression on Embedded Devices

Learn how frame buffer hashing reduced visual regression storage from 18GB to 19KB while speeding up CI and eliminating flaky image diffs.

June 9, 2026

by Rajasekhar sunkara

· 1,362 Views

How to Interpret the Number of Spring ApplicationContexts in Integration Tests

When optimizing Spring Boot integration tests, developers often focus on obvious metrics, but they do not always explain why an integration test suite is slow.

June 8, 2026

by Constantin Kwiatkowski

· 2,451 Views · 1 Like

The Middleware Gap in AI Agent Frameworks

Most agent frameworks observe model calls and allow rewriting them only after they reach the model, making an understanding of callbacks and middleware essential.

June 8, 2026

by Ninaad Rao

· 2,109 Views · 4 Likes

Is the Data Warehouse Dead? 3 Patterns From Enterprise Architecture That Answer This Question

No, but its role has fundamentally changed. Here is what I have seen work, after building data platforms at enterprise scale across multiple industries.

June 5, 2026

by Nabarun Bandyopadhyay

· 4,904 Views · 1 Like

Why Your Test Automation Is Always Behind the Code And the Architecture That Fixes It

Most QA teams are stuck in a manual scripting loop. Here's the requirement-driven architecture that eliminates the coverage gap permanently.

June 5, 2026

by Waqar Hashmi

· 3,534 Views

Multi-Scale Feature Learning in CNN and U-Net Architectures

Multi-scale feature learning helps CNNs and U-Net models combine global context with fine details, improving accuracy in tasks like image segmentation.

June 3, 2026

by Akhil Madineni

CORE

· 1,721 Views · 1 Like

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