Benjamin Elder

Even an agent with a 77% average pass rate fails nearly half the time when tasked with executing the same prompt five times, exposing an unspoken reliability tax that step-level trajectory debugging can largely eliminate.

Multi-hop reasoning in API interactions is a critical bottleneck, with top models faltering under policy constraints and complex queries.