
Episode #6
Stopping the Lawsuit Hiding in a Euphemism
The smoking gun in a discrimination lawsuit is rarely a slur. It's a polite sentence like "we should probably phase out the legacy team," which reads clean to a keyword scanner and reads like settlement costs to an employment litigator. This episode digs into why bolting rules onto a general-purpose language model produces false security, then walks SideNote's four-step alternative: Big Law practitioners mapping how risk actually manifests in depositions and settlements, attorneys annotating full reasoning chains instead of safe/risky labels, independent lawyers red-teaming the model before it ships, and a live practitioner network feeding new case law back...

