Let the LLM read refund policy; let code calculate the money
Natural-language cancellation clauses become evidence-bound intervals, while a deterministic engine owns boundaries, fees, refunds, and blocking ambiguity.
Other
Notes that do not fit a single engineering or activity category.
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A disclosure brief that is not allowed to guess one digit
Explaining rights issues and convertible bonds while exact-matching every number to source text and rejecting investment-language overreach.
Reducing 35 support records to six FAQ candidates without auto-publishing
A precision-first FAQ pipeline where deterministic code owns PII and evidence checks while an LLM performs bounded semantic merging and drafting.