BuildsThat Scale

10k+ users reached and 25k+ commands run; dozens of users can hit commands together with subsecond response time.

5 async workers scan messages in parallel; extra work waits in a bounded queue.

Plans each message into one of 10 actions before generation instead of sending every prompt straight to the chat model.

Scrapes and normalizes SHL catalog data into searchable assessment records.