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How I use plans, skills, specialist agents, /fleet, MCP, code generation, and independent validation on a real TypeScript middleware integration. Most developers begin with GitHub Copilot CLI by asking it to explain a file, generate a
Continue readingGenerative AI has changed how quickly we can build software. Tools like Copilot and Claude can generate code, tests, and even complete engineering tasks. But faster coding creates another question: What happens when AI implements
Continue readingAI coding assistants have fundamentally changed how we write code. They autocomplete code, explain APIs, generate tests, and even help fix bugs. But here’s the reality. Software engineering is much more than writing code. Every
Continue readingSpec-driven development is having a moment. Two names that keep coming up are Amazon Kiro and the open-source BMAD Method. They solve a similar problem – making AI coding less chaotic – but they are
Continue readingGitHub Copilot CLI brings the Copilot coding agent into your terminal. Like Claude Code, it does not run as one monolithic assistant. It ships with a set of built-in agents and delegates work to them
Continue readingClaude Code ships with three built-in sub-agents and routes to them automatically. Each runs in its own context window and returns only a summary, so your main session does not fill up with file dumps
Continue readingWelcome to AI-SDLC “Mob Programming” I recently created a repository called: AI-SDLC-Mob-Programming-Testing The goal is to create a reusable collection of AI-SDLC playbooks that help teams collaborate more effectively and produce implementation-ready outcomes faster. Repository:
Continue readingA Full Engineering and SRE Analysis Using an FX Qualification Workflow In a business application team I am aware of, they had a discussion on Spring Boot RestTemplate, RestClient and WebClient usage and which client
Continue readingIntroduction – When “Unnecessary” Dependencies Aren’t So Unnecessary As architects, we often encourage teams to minimize dependencies. But in the world of Spring Boot, removing a “starter” dependency can silently dismantle multiple layers of auto-configuration
Continue readingIntroduction – When Consistency Gets Tricky As a Solution Architect overseeing multiple microservices, I often notice a recurring theme: we talk extensively about API consistency, observability, and CI/CD pipelines, but the real consistency issues often
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