See the tools in context -- not turnkey industry packages

Interactive walkthrough of deterministic interpretation on supervisory text: reproducibility counters, cryptographic receipts, tamper detection, and side-by-side comparison with stochastic LLM output.

Exact P&L distribution moments, Sobol variance attribution, and certified stress envelopes for a synthetic bond portfolio -- compared side-by-side with recorded Monte Carlo runs.