Good Enough to Trust: Trustworthiness, AI Quality, Data Quality and Bias (TR 24028, 25059, TS 25058, 5259, TR 24027)

Deep End Era. Engineering with Sankalp · Oct 29, 2026 · 1h 12m

Data architect Leila Darwish has a vendor promising a "trustworthy, unbiased AI" that estimates surge margin on the propane refrigeration compressors. Process engineer Aisha Bello, the HAZOP facilitator, wants to know what any of those words would mean in an acceptance test. Together they turn a brochure into a specification.

Chapters

00:00:00 Cold open: four adjectives

00:02:03 Where this episode sits

00:03:57 A word on document types

00:05:19 TR 24028: what trustworthiness is made of

00:08:13 An analogy: the restaurant review

00:09:12 A minute on surge

00:12:20 Emptying the bag for a…