Shipping a Python application is easy — until you run it in production on a hyperscaler with Kubernetes in the middle. Suddenly, the code that happily ran in your venv is only the smallest piece of the puzzle. The real battles happen elsewhere: service types, port...
Hyperscaler platforms like AWS, Microsoft Azure, and Google Cloud Platform are no longer just options for enterprises – they are the backbone of modern digital services. The promise is clear: virtually unlimited scalability, global reach, and near-instant...
⚡ Thundermail Suite: End-to-end AI mail automation stack — GPT-powered classifier + AI-augmented inbox (Flask, OpenAI, Cloud Run). 💡 Overview Built a two-part AI inbox platform — Thundermail Web Client and CMAILCHEKKA Backend — that brings automation, structure, and...
I built a production-ready Azure AKS platform for automated email classification – built for cost efficiency, security, and speed of delivery, demonstrating how smart engineering directly drives business value. Key outcomes:✅ 80 % lower infrastructure costs through...
