Building a Trader P&L Writer for the Briefing Hub: Paper Trading, Safety, and Kalshi Integration
A technical deep dive into how we added a daily trader P&L section to the Briefing Hub, integrating paper trading audit logs with Kalshi's public API, while enforcing strict safety rules and COI blocklists.