AI5 min read
Research
Six words that could break the AI agent safety ceiling: disrupt, validate, broker
A novel heterogeneous agent cohort architecture separates divergent exploration, runtime safety gating, and cross-domain knowledge retrieval into specialized roles. The Disrupter generates high-entropy proposals, the Validator enforces hard tool-call checks, and the Broker imports out-of-domain analogies via contrastive novelty retrieval. Execution failures are compiled into signed constraint patches called Scars, cached for future generations. In evaluations, the cohort achieved 95% remote target discovery, zero executed breaches, and 15.1% token savings from Scars, with a 55.9% cost reduction under resource constraints via credit-based bandwidth allocation.
2026-07-30