Testing, Deployment, and Maintenance Resources

Integration Reliability for AI Systems: A Framework for Detecting and Preventing Interface Mismatch at Scale

Prevent AI system failure by enforcing contract consistency across four layers: validation, testing, runtime monitoring, and fail-fast boundaries.

February 24, 2026

by Anurag Jindal

· 1,642 Views

Building Event-Driven Data Pipelines in GCP

An analysis of modernizing event-driven data pipelines using BigQuery, Firestore, and Dataflow on Google Cloud Platform (GCP).

February 24, 2026

by Krishnam Raju Narsepalle

· 1,199 Views

The DevSecOps Paradox: Why Security Automation Is Both Solving and Creating Pipeline Vulnerabilities

This article examines how DevSecOps and AI automation shifted attacks to CI/CD pipelines, making security tools themselves a growing attack surface.

February 24, 2026

by Igboanugo David Ugochukwu

CORE

· 1,651 Views · 1 Like

Azure SLM Showdown: Evaluating Phi-3, Llama 3, and Snowflake Arctic for Production

Evaluate Phi-3, Llama 3, and Snowflake Arctic. Learn to deploy cost-effective, high-performance SLMs on Azure for production workloads.

February 23, 2026

by Jubin Abhishek Soni

CORE

· 1,514 Views

Data Driven API Testing in Java with Rest-Assured and TestNG: Part 1

Learn how to perform data-driven API automation testing with Rest-Assured using object arrays and TestNG's @DataProvider annotation.

February 23, 2026

by Faisal Khatri

CORE

· 2,047 Views · 2 Likes

Azure AI Search at Scale: Building RAG Applications with Enhanced Vector Capacity

Azure AI Search now supports massive vector scale (tens of millions per index) with better performance and cost efficiency.

February 23, 2026

by Jubin Abhishek Soni

CORE

· 1,069 Views

Observability Without Cost Telemetry Is Broken Engineering

Treating cost as a first-class signal lets teams spot financial regressions early and make informed infrastructure trade-offs before cloud spend becomes a surprise.

February 20, 2026

by David Iyanu Jonathan

· 1,891 Views · 1 Like

From Command Lines to Intent Interfaces: Reframing Git Workflows Using Model Context Protocol

Model Context Protocol enables intent-driven GitHub workflows in the IDE, replacing command sequences with safe, structured natural language interactions.

February 20, 2026

by Aishwarya Murali

· 1,880 Views

Amazon Q Developer for AI Infrastructure: Architecting Automated ML Pipelines

Master Amazon Q Developer for ML infrastructure. Automate SageMaker pipelines, optimize GPU resources, and accelerate AI development cycles.

February 20, 2026

by Jubin Abhishek Soni

CORE

· 1,758 Views · 1 Like

Hurley: A High-Performance HTTP Client and Load Testing Tool Engineered in Rust

Technical architecture, capabilities, and use cases of hurley, a project developed in Rust that functions as a general-purpose HTTP client and a performance testing tool.

February 20, 2026

by Dursun Koç

CORE

· 1,755 Views

Why End-to-End Testing Fails in Microservice Architectures

End-to-end testing fails in microservices due to non-determinism, complex environments, slow feedback, and unclear ownership, making tests flaky and unreliable.

February 20, 2026

by Alok Kumar

· 2,530 Views

AWS SageMaker HyperPod: Distributed Training for Foundation Models at Scale

Master distributed training at scale with AWS SageMaker HyperPod's resilient cluster management and high-performance interconnects.

February 19, 2026

by Jubin Abhishek Soni

CORE

· 1,466 Views

Automating Unix Security Across Hybrid Clouds

Here is an architectural pattern for building a fully automated, cross-cloud patching engine using GitLab CI, Docker, and Ansible.

February 19, 2026

by Dippu Kumar Singh

· 1,825 Views

Mastering Serverless Data Pipelines: AWS Step Functions Best Practices for 2026

AWS Step Functions is central to modern serverless data engineering, yet many teams struggle to build pipelines that scale reliably in production.

February 19, 2026

by Jubin Abhishek Soni

CORE

· 1,992 Views

Embedding Store as a Platform on AWS: OpenSearch + Bedrock + S3 Needs SLAs, Governance, and Quotas

Vector search is not "just OpenSearch." It just needs to be run as a platform with SLAs, governance, and quotas to control drift, leaks, and out-of-control costs.

February 19, 2026

by Anusha Kovi

CORE

· 1,343 Views · 1 Like

Production-Ready Observability for Analytics Agents: An Open Telemetry Blueprint Across Retrieval, SQL, Redaction, and Tool Calls

Standardize analytics agent observability with OpenTelemetry spans for policy, retrieval, SQL, verification, redaction, tools, capturing proof without sensitive payloads

February 18, 2026

by Anusha Kovi

CORE

· 2,119 Views · 1 Like

10 Go Best Practices Every Backend Developer Should Know

This article covers battle-tested Go best practices covering tooling, code organization, error handling for cleaner, production-ready code.

February 18, 2026

by Akshay Pratinav

· 2,252 Views · 1 Like

From On-Call to On-Guard: Hardening Incident Response Against Security-Driven Outages

Security incidents now cause outages. This article shows why SRE and security must share command, tooling, and automation to reduce response time.

February 18, 2026

by Oreoluwa Omoike

· 1,375 Views

Testing Legacy JSP Code

In this article, learn how to test JSP with the least effort while getting the most out of the automated tests, and keep focus on what matters.

February 18, 2026

by Zoltán Csorba

· 1,846 Views

When Kubernetes Forgets: The 90-Second Evidence Gap

Kubernetes heals too fast, losing diagnostic context. Engineers reconstruct incidents manually. Time-bounded queries, correlation, and intent tracking preserve evidence.

February 18, 2026

by Shamsher Khan

CORE

· 2,453 Views · 2 Likes

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