End-to-end accounting
Every stage has a job. None performs magic.
Turn safeguards on and off, inject source trouble, and inspect what each stage can detect, reshape, preserve, or merely expand.
Hands-on evidence
Pipeline Bench
Follow uncertainty from a physical event to an application. Toggle safeguards and inspect exactly what each stage can claim.
Credited at input256.0 bitsafter selected source fault
Credited after pool256.0 bitsconditioning creates no new bits
Delivered claim256.0 bits256 output bits requested
good
Physical event
The model grants this source a conservative, non-zero lower bound.
Accounting rule
Hashing, pooling, and deterministic expansion can improve representation and resilience, but this model never credits more than 256.0 source bits.