QIS-E-107 QISAGENT.COM THE INTELLIGENCE LAYER REV 2026-08-28 · BUILD 44
The Agent Stack · Evaluation

Humanloop

Prompt management and evaluation workflows with human feedback.

QIS-E-107·Listed — not yet reviewed

The governance lens

Evaluation — the category

The systematic measurement of whether a system produces acceptable outputs against defined criteria, on a held-out or adversarial set, before and after deployment. Definition and why it matters →

Prompt versioning is change control by another name — and prompts move outputs as surely as weights do.

Why this framing

There is no shortage of writing about Humanloop. This register asks the question the general coverage does not: what does it contribute to governing an autonomous system that touches capital, and where does that contribution stop?

Status and disclosure

Listed — not yet reviewed. Structured facts and a governance lens, with no score attached. A full profile requires hands-on use, and we do not score what we have not run.

Disclosure

No commercial relationship. Humanloop is listed on editorial merit and has no input into this description.