Sandeep Bharadwaj Mannapur
Sandeep Bharadwaj Mannapur is a Lead AI/ML Engineer with 15+ years of experience designing and building large-scale data and AI platforms.
Sandeep Bharadwaj Mannapur is a Lead AI/ML Engineer with 15+ years of experience designing and building large-scale data and AI platforms. His background spans data engineering, streaming pipelines, and platform infrastructure, with current focus on production GenAI and MLOps. He emphasizes reliability, governance, and performance for enterprise deployments.
The accountability gap: Engineering governance for autonomous AI
This session walks through an engineering framework for accountable autonomy: a three-tier trust model that categorizes decisions by blast radius (impact and reversibility), an autonomy budget that meters agent trust with SLOs and revokes it automatically when behavior degrades, and circuit breakers that freeze an agent before a bad pattern becomes an incident.
