Bringing clarity to >1M documents with LLM structured output

With powerful LLMs widely available, processing millions of documents is becoming a common scenario, even for smaller projects. Regular API queries simply don’t cut it for this volume—they’re too slow and error-prone—making batch processing the obvious choice. For my recent project, I picked Gemini 2.0 Flash via Vertex AI.

Exploring Bratislava parks through Instagram data

Instagram posts offer a unique window into city life, highlighting urban spaces, revealing resident aspirations, and showcasing public activities. Our research project demonstrates that this social platform can serve as valuable data for urban research and analysis.