About Andy Agent Lab
Andy Agent Lab is an AI research and applied systems company founded and operated by Tamar Peretz. Its work investigates how AI systems reproduce patterns associated with human cognition, emotion, and social behavior, and how training processes and architectures generate those results.
By connecting observable behavior with its technical mechanisms, the lab identifies human-derived biases, capability gaps, and failure modes, then applies those findings to the design, evaluation, and security of models and agents. The research is tested in proof-of-concept systems, with security analysis mapped, where relevant, to OWASP risk frameworks for LLM and agentic applications. It also informs professional training and selected organizational work. A free public knowledge platform shares part of this research to help people understand AI critically, evaluate its claims, and adopt it with appropriate evidence, oversight, and control.
Tamar Peretz
Tamar Peretz is the founder of Andy Agent Lab and an AI researcher examining how AI systems reproduce patterns associated with human cognition, emotion, and social understanding. Her work begins with the human capability being approximated and traces how training processes, underlying mechanisms, and system architectures produce the corresponding AI behavior.
This connection allows her to distinguish displayed behavior from the mechanisms beneath it, identify human-derived biases and reasoning patterns reproduced by AI, and explore how models and agents can be trained, evaluated, and improved. Her research includes Theory of Mind and the ways these patterns can affect reliability and security. Tamar develops proof-of-concept systems and translates the findings into professional training, lectures, and selected work with organizations, supporting more critical, evidence-based, and controlled use of AI.