Chinmay Relkar

Relkar’s work ranges from mobile and internal infrastructure to production AI systems. At Unacademy and Cohesive he built generative-AI infrastructure and products; his current Clarisights work includes AI and orchestration. His earlier roles include Amazon, 100ms, Schlumberger and internships in mobile development and data science.[1]

His agent-harness presentation follows a progression from a prompt loop to tool contracts, executable interfaces, context management, isolation and evaluation. Each layer addresses a concrete failure of the previous system. The presentation treats a model and its surrounding execution environment together when explaining what an agent can reliably accomplish.[4]

Organizational Cognition argues that AI products increasingly compete over a company’s decision patterns: which reviewer to involve, how to resolve conflicting sources and when an exception is justified. The essay separates memory, reasoning, coordination, learning, delegation and governance. Relkar labels observed product decisions separately from interpretations and forecasts. The framework is an argument about product direction, not experimental proof that stored organizational context guarantees better decisions.[3]