The ‘Organic Traffic Plateau’ is real. To overcome it without losing focus on engineering, I’m launching an extreme ‘dogfooding’ experiment: automating Datalaria’s distribution using Gemini, CrewAI, and GitHub Actions. This is the Master Plan.
While Project Weather’s AI prediction model is a highlight, its true robustness lies in its meticulously designed infrastructure. This post explores the significant enhancements in data collection, multilingual support, dynamic data filtering, and UI/UX that elevate the application to a production standard, demonstrating a holistic approach to complex web development.
From data collection to dynamic dashboards, now it’s time to predict! This post explores integrating OpenWeatherMap’s 5-day forecast and building our own 1-day AI prediction model using historical data, all visualized in our interactive frontend.
We kick off our weather project by building the engine: a Python script that talks to an API, saves historical data, and runs daily thanks to GitHub Actions. I’ll share the tricks and challenges!