Current
Cruise
Senior Machine Learning EngineerPerception models for autonomous driving using foundation models.
Senior Machine Learning Engineer at Cruise
PhD at NYU | Prev: AWS, Mila/McGill
At Cruise, I am working on perception models for autonomous driving using foundation models. Previously, I was an Applied Scientist at AWS, where I led worked on agent governance in AgentCore and AI safety in Bedrock Guardrails.
Perception models for autonomous driving using foundation models.
Agent governance in AgentCore and AI safety in Bedrock Guardrails, including prompt-attack defense, harmful-content detection, and automated red-teaming. Introduced self-jailbreaking and mentored scientists and research interns.
ASR personalization and contextual biasing.
Research and deployment of question generation and adaptive feedback models for intelligent tutoring.
Improved long-tail ASR accuracy for European locales through language-model rescoring.
Built production anomaly detection for large-scale invoice monitoring.
Studied subgraph mining for interpreting deep network failures and detecting incorrect predictions.
PhD in Machine Learning
MSc in Computer Science
B.Tech in Computer Science
All publications
Manuscript and research details to follow.
Coming soonAn aligned language model can guide its own compromise: studying self-jailbreaking through lexical insertion and multi-turn search.
A game-theoretic framework for understanding how uncooperative behaviors destabilize collaborative agent systems.
Examining agent safety across sequences of tool calls whose cumulative effects can be harmful.
Explicit social relationships can encourage agent agreement without reliably improving correctness.
Sequential model editing for adapting speech recognition systems over time.
COLM 2026 · ACL 2026 · AAAI 2026
INTERSPEECH 2024, 2025
ACL Rolling Review 2022, 2024
IVADO Workshop, McGill / Mila
Introduction to AI, IIT Varanasi
Introduction to Programming in C, IIT Varanasi
INTERSPEECH 2023 · IJCAI-PAIS 2022
EMNLP 2021 · COLING 2018
IJCAI Workshop 2017
MITACS Accelerate Research Scholarship
Kharusi International Science Fellowship
Shared-task winner, WASSA @ EMNLP 2017
I’m always interested in conversations and collaborations around foundation models, reliable agents, and perception.
devangkulshreshtha12@gmail.com