Building Trip Threads: The NLP Journey From Regex to LLMs
How I evaluated four different approaches to natural language parsing for Trip Threads and what I learned about building AI-powered products.
Automatically categorizes and tags bookmarks in Raindrop.io collections using AI-powered classification. Helps maintain organized bookmark collections without manual sorting.
Q3 2025
live
Automatically categorizes and tags bookmarks in Raindrop.io collections using AI-powered classification. Helps maintain organized bookmark collections without manual sorting.
Manual bookmark organization is time-consuming and inconsistent
Wanted to explore AI-powered content classification
Automate the process of tagging and categorizing saved content
Blog posts about this project and related topics
How I evaluated four different approaches to natural language parsing for Trip Threads and what I learned about building AI-powered products.
Notes from building Trip Threads — a personal experiment in making travel planning and coordination simpler, smarter, and a bit more human.
How Claude Code on the web turned my dog walks into productive coding sessions.
How I rebuilt my workflow in 2025 | from chasing speed to building with direction.