Public research preview · About
A founder perspective grounded in risk, evidence, and delivery.
MetaAware is an independent project founded by Jie Ma in Singapore.
Perspective
From risk controls to governance systems.
Jie Ma's background spans data science, Trust & Safety, pre-launch and post-launch AI safety evaluation, fairness, adversarial testing, deterministic risk controls, and AI-assisted product development.
MetaAware turns that perspective into a practical question: how can evidence-bound controls improve both software outcomes and the governance capability of the person using them?
Independence disclosure
MetaAware is an independent project. References to professional experience describe the founder's background and do not imply sponsorship, endorsement, or participation by any current or former employer.
No employer-confidential data, internal metrics, private systems, or client information is used as public project evidence.
Authoritative sourceORIGIN / PUBLICATION-BOUNDARY · Origin, motivation, and public evidence boundary · 2026-09-13