Chaos
Operating metrics, financing terms and return scenarios that can produce a plausible but conceptually wrong AI narrative.
Lilambd Sample Project / financial reasoning · AI evaluation
Finance AI Evaluation Pack
A fully synthetic venture-finance case turns ARR, retention, burn, dilution and scenario returns into a formula-auditable evaluation pack with adversarial failure tests.
state transformation
Operation
Synthetic source pack → formula model → golden answer → 100-point rubric → failure tests → visible control sheet.
Usable state
An evaluator can distinguish arithmetic accuracy from evidence discipline, accounting meaning, uncertainty handling and bounded judgment.
uncompressed residual
What the model does not erase.
No market comparables, legal terms, taxes, liquidation preferences or real investment recommendation.
observable proof
128 formula cells and 14 visible controls
12 adversarial finance failure modes
facts, calculations, assumptions and judgment separated
return to proof library