Sharing knowledge, Information, Experiences & Views
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 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 readingAWS has expanded Amazon ECS with AWS Fargate by introducing support for 32 vCPU tasks with up to 244 GiB memory. While traditional Spring Boot applications may not require this level of compute power, the
Continue readingHow to design a collaborative human + AI agent system for customer support that stays fast without becoming reckless. The setup Picture a fast-growing online retailer. Every day, a wave of support requests rolls in
Continue readingFrom Metrics to Meaning: Understanding How Intelligence Actually Works Modern AI systems don’t just generate outputs – they make decisions, compose workflows, and trigger downstream tools. A single LLM response might open a ticket, approve
Continue readingContext Modern microservice architectures bring autonomy and scalability — each service owns its data, its APIs, and its release lifecycle.However, this independence introduces a practical challenge during development and integration: Developers and testers often need
Continue readingAs a Chief Architect, ensuring the reliability and performance of applications is central to the role. With the growing use of microservices and cloud-native architectures, observability tools like Jaeger, OpenTelemetry (OTEL), and Micrometer are essential
Continue readingThis is continuation to initiate post Chief Architect Learnings – Enterprise Architecture Principles – Traditional and Modern This post discusses Security By Design principle of Traditional Enterprise Architecture Principles from the above post. This post have
Continue readingIntroduction In my Practitioner’s Playbook of 30 Frameworks, I highlighted the FOREX Backoffice Cloud Migration Framework, where trading, settlement, and reconciliation apps were modernized with cloud-native patterns like low-latency message buses, in-memory caching, and regional
Continue readingIntroduction Frameworks are not just diagrams on slides. In real projects, they are practical guides that shape how systems are designed, integrated, and scaled under real-world constraints. Over the years, I’ve worked across domains like
Continue reading