What this risk is
LLM agents need evaluation against decisions, tool calls, memory use, and adversarial interaction, not just static prompt answers.
EvalDuel growth page
LLM Agent Evaluation
Agent red-team arena
Your AI agent looks smart. EvalDuel finds how it breaks.
Why normal evals miss it
Generic eval suites rarely show how an autonomous agent behaves after pressure accumulates across turns.
How EvalDuel tests it
EvalDuel scores agents in replayable duels where hidden validators check whether the agent survives the actual adversarial condition.