Hevolve AI: Self-Evolving Multimodal AI Agents

Turn your domain expertise into AI agents that keep learning. Hevolve AI lets experts build multimodal AI systems by talking to them and correcting them in real time, with no code to write.

Key Features

Quick Links

© 2024 Hevolve AI Pvt Ltd. All rights reserved.

← All research
Artificial Intelligence
arXiv (cs.AI) · July 17, 2026

Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI

Trisevgeni Papakonstantinou, Cansu Canca, Farah Nanji +9 more

Ten years of responsible AI work has produced real practice for spotting and reducing harm in high-stakes systems. What it has not produced is a market that pays for any of it. A company that invests seriously in safety, fairness and oversight has no reliable way to prove to customers, regulators or shareholders that it did more than the legal minimum.

That is a structural problem rather than a moral one. When the careful firm and the box-ticking firm look identical from the outside, spending on care is a competitive disadvantage. The authors call the resulting condition a trust gap, and their argument is that it persists because society lacks a way to recognise or compare the difference.

Their proposed answer is independent certification. The precedent is familiar from other industries: a restaurant hygiene rating in the window works not because inspectors are infallible but because it makes an invisible quality visible at the point of choosing, which is what lets the market reward it at all.

From the arXiv (cs.AI) abstract

Over the past decade, responsible AI (RAI) has produced a substantial body of practice for identifying and mitigating the risks AI poses in high-stakes settings. Yet this work has not produced a market that rewards trustworthiness. Firms that invest seriously in safety, fairness, and oversight cannot consistently prove to consumers, regulators, and shareholders that their systems go beyond the bare minimum of compliance. What is missing is a way for society to recognize or…


More Artificial Intelligence papers