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.

512
0.50 bits/sample
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.

This is a conceptual accounting model, not a certification procedure. Real source bounds require device-specific collection, validation, and adversarial analysis.