HumanBound

A comparison of moderation APIs and LLM-as-judge policy layers reveals that standard moderation tools catch only 5.3% of direct policy violations (F1) while an LLM judge catches 98.2%, but the judge s…

A developer at HumanBound argues that AI agents' biggest vulnerability is untested adversarial behavior, not missing firewalls or infrastructure controls. Citing incidents like OpenClaw deleting a Met…