volat

Deploy to EC2 production server (volatio-prod). Use when deploying new code, rebuilding Docker images, wiping and reseeding the database, checking container health, or managing the EC2 instance via AWS CLI.

Visual development with Patchright screenshots. Use when building, fixing, or reviewing UI — takes screenshots, analyzes layout and functionality, iterates until correct, then cleans up.

Reverse-engineer any web API by capturing browser traffic with Patchright route interception. Use when building typed API clients for sites without public documentation.

Iterative debugging with DEBUG() logs. Use when you can't solve a problem on the first attempt — add targeted logs, read output, narrow the search, repeat until fixed, then clean up.

Bottom-up systematic validation for the deep-research pipeline. Use when asked to test, debug, or verify any layer from Python worker through to the dashboard UI.