The Latest and Popular SDLC Topics

Learn what Model Context Protocol (MCP) is and isn’t, how MCP clients and servers work, and how to build and test an MCP server locally using Python.

February 13, 2026

by Kumar Abhishek

· 2,862 Views · 3 Likes

Green AI in Practice: How I Track GPU Hours, Energy, CO₂, and Cost for Every ML Experiment

Practice Green AI by tracking GPU-hours, energy, and cost for every ML run, so you pick models that are not just accurate, but also cheaper, leaner, and greener.

February 13, 2026

by Sai Teja Erukude

· 4,136 Views · 2 Likes

The Human Bottleneck in DevOps: Automating Knowledge with AIOps and SECI

DevOps pipelines are often automated, yet the operations side remains surprisingly manual. Here’s a framework to reduce toil using AIOps and the SECI model.

February 13, 2026

by Dippu Kumar Singh

· 1,962 Views · 1 Like

Serverless Is Not Cheaper by Default

A clear-eyed breakdown of serverless costs — why they’re hidden, when they make sense, and how to choose between functions and containers before surprises hit your bill.

February 13, 2026

by David Iyanu Jonathan

· 2,578 Views · 1 Like

A Developer-Centric Cloud Architecture Framework (DCAF) for Enterprise Platforms

Developer-Centric Cloud Architecture Framework (DCAF) introduces a platform architecture framework that codifies architectural intent through meaningful invariants.

February 12, 2026

by Chandrasekhar Rao Katru

· 3,149 Views · 6 Likes

Building Trust in LLM-Generated Code Reviews: Adding Deterministic Confidence to GenAI Outputs

LLMs are excellent at generating code reviews, but production systems need more than just recommendations — they need trust.

February 12, 2026

by pooja chhabra

· 1,570 Views

Golden Paths for AI Workloads - Standardizing Deployment, Observability, and Trust

Golden Paths enable scalable AI by standardizing deployment, observability, drift detection, and governance as built-in platform defaults.

February 12, 2026

by Josephine Eskaline Joyce, Ph.D

CORE

· 2,852 Views · 2 Likes

Java Developers: Build Something Awesome with Copilot CLI and Win Big Prizes!

Join the GitHub Copilot CLI Challenge and build something with Copilot right in your terminal for cash prizes and tickets to GitHub Universe.

February 12, 2026

by Bruno Borges

· 2,779 Views

Bootstrapping a Java File System

Apps self-managing files often implement custom APIs that bring different problems. Java's File System provides a way to self-manage files within standard Java APIs.

February 12, 2026

by Scott Sosna

CORE

· 2,759 Views · 1 Like

Jakarta EE 12 M2: Entering the Data Age of Enterprise Java

Jakarta EE 12 aligns repositories, restrictions, queries, ORM, and NoSQL into a unified data model, making domain-centric data access a first-class platform feature.

February 11, 2026

by Otavio Santana

CORE

· 1,678 Views · 3 Likes

How AI-Driven Software Automation Reduced Deployment Failures by 40%?

Deployment failures cost millions and exhaust teams. Learn how software deployment automation helps prevent release issues and ensures smoother launches.

February 11, 2026

by Nathan Smith

· 1,682 Views

Why SAP BDC Is a Game Changer for SAP Data

SAP BDC (Business Data Cloud) is considered a game changer for SAP’s data portfolio, turning SAP into a modern, open, and AI-ready data platform.

February 11, 2026

by Srinivasarao Rayankula

· 2,254 Views · 1 Like

Playwright Fixtures vs. Lazy Approach

A guide comparing Fixture and Lazy patterns in test automation, showing how on-demand object creation improves performance and scalability in Playwright frameworks.

February 11, 2026

by Kailash Pathak

CORE

· 2,244 Views

The AI Firewall: Using Local Small Language Models (SLMs) to Scrub PII Before Cloud Processing

Learn how to run small language models locally as an AI firewall to detect and scrub PII from data before sending it to cloud AI services.

February 10, 2026

by Rambabu Bandam

· 4,115 Views · 1 Like

A Pattern for Intelligent Ticket Routing in ITSM

Manual ticket routing is a hidden tax on IT efficiency. Here is an architectural pattern for using Logistic Regression and Skype status APIs to automate this.

February 10, 2026

by Dippu Kumar Singh

· 1,510 Views

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

· 1,280 Views · 1 Like

Context Engineering Is a Must-Learn Skill: Here's How Everyone Can Master It

Learn context engineering to build better AI apps. This guide covers key techniques, practical examples, and resources to master this essential AI skill.

February 9, 2026

by Rambabu Bandam

· 2,846 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

· 1,964 Views