TokenCast

Pre-execution cost estimation for LLM agent workflows with calibration learning.

Provides pre-execution cost estimation for planned tasks before running any agent workflow. Applies activity decomposition to estimate token usage per pipeline step, splits estimates into optimistic/expected/pessimistic confidence bands, and learns from actual costs to improve calibration accuracy over time.