Amitava Das
Professor, BITS Goa | Former Research Associate Professor, AIISC, USA
Metric stabilized across 10k epochs.
Critical boundary breaches inhibited.
Real-time overhead per inference cycle.
Sustained performance in adversarial envs.
Stream: Spatial Env Alpha
Stream: Cross-Modal Input
Stream: Temporal Sequence 09
Rule and policy constraints are evaluated before every action path is executed.
Execution-time checks keep autonomous behavior bounded in uncertain environments.
Distributed systems remain synchronized under policy constraints through deterministic consensus checks.
Alignment constraints converge rapidly even under distribution shift, reducing policy drift over long execution windows.
Reliability remains above 90% across heterogeneous deployments, validating policy consistency at scale.
Professor, BITS Goa | Former Research Associate Professor, AIISC, USA
GenAI Leadership @ AWS | Stanford AI | Ex-Amazon Alexa, Nvidia, Qualcomm | EB-1 "Einstein Visa" Recipient | EMNLP 2023 Outstanding Paper Award
Applied Research Scientist Lead at Facebook AI Research | 6k+ citations | Ex-Citadel | CMU | IIT Kanpur | Startup Advisor & Mentor | Angel Investor | EB1A green card recipient
AI @ Meta | Ex-Amazon, Oracle, PANW | Stanford AI | EMNLP Outstanding Paper Award Recipient