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Vinayak Arannil
Sr. Applied Scientist, AWS
Vinayak Arannil is a Sr. Applied Scientist at Amazon Web Services helping build capabilities on AgentCore and Strands to enable customers to evaluate agentic applications.
2 posts
ToolSimulator: scalable tool testing for AI agents
ToolSimulator is an LLM-powered framework within Strands Evals that enables safe, scalable agent testing by using simulated tool responses instead of risky live API calls.
Darren WangSmeet DhakechaVinayak ArannilXuan Qi
Simulate realistic users to evaluate multi-turn AI agents in Strands Evals
ActorSimulator in the Strands Evals SDK enables teams to test conversational agents through realistic, goal-driven simulated users rather than relying on static test cases or manual testing.
Ishan SinghAbhishek KumarJonathan BuckVinayak Arannil