Learn directly from Silali Banerjee

I focus on an often-overlooked aspect of human–AI communication: guiding AI toward reliable outcomes.

LLMs are probabilistic, but not unpredictable. With structured guidance, they can produce mostly deterministic, repeatable results.

My approach draws from physics, software engineering, and teaching—treating AI interaction as a systems and learning problem.

Backed by ongoing research (paper under review), the AIgogy Framework™ replaces trial-and-error prompting with a structured approach to achieving consistent, decision-quality outputs.