context-tracing

Introduces Tokengeist, a method for tracing attribution across multiple turns in agentic conversations, revealing that flat attribution methods fail and that recursive dependency graphs are needed, achieving 90% source recall on a new benchmark (MTCABench) of 3,845 target spans.