.png){kind=logo}
Vaishnavi M
Mid-level AI/ML Engineer specializing in MLOps and Generative AI
Connect with Vaishnavi
Vaishnavi already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.
Recommended
Already have an account?
About
At Liberty Mutual, built a production underwriting decision assistant combining LLM reasoning with quantitative models and strong auditability. Implemented a claims-based response verification pipeline that cut hallucinations from 18% to 3% and materially improved user trust/validation scores. Experienced orchestrating ML/LLM workflows end-to-end with Airflow, Kubeflow Pipelines, and Jenkins, including SLA-focused pipeline hardening.
Find your next great hire
Our AI agents source, screen, and vet candidates for your open roles. Get qualified candidates within 48 hours.
Key Strengths
- Built and deployed an underwriting decision assistant with audit-ready, citation-backed outputs
- Reduced hallucination rate from 18% to 3% via a multi-step response verification pipeline
- Improved evidence precision by ~20+ points with grounding checks against retrieved context
- Raised analyst validation score from 7.2 to 9.2/10 through more consistent, supported explanations
- Strong orchestration experience across Airflow, Kubeflow Pipelines, and Jenkins for end-to-end ML workflows
- Improved Airflow pipeline SLA reliability to ~90% by adding sensor-based checks and dynamic timeouts
- Structured approach to agent reliability: scenario-based evals, safety checks, and monitoring for drift/failure modes
- Effective collaboration with non-technical underwriting/compliance stakeholders to translate audit needs into system behavior
Like what you see? We'll introduce you to Vaishnavi directly.
Experience
Education
Skills
Languages
Certifications
Browse Similar
Similar Candidates
Senior Machine Learning Engineer specializing in recommender systems, search, and NLP/GenAI
Mid-level AI/ML Engineer specializing in LLM training, RAG, and scalable inference
Senior AI Engineer specializing in LLMs, generative AI, and ML systems
Staff Machine Learning Engineer specializing in search, ranking, and LLM systems
Senior AI Engineer specializing in NLP and large language models
Staff Machine Learning Scientist specializing in NLP, LLMs, and Generative AI
Interested in Vaishnavi?
We'll personally introduce you - no strings attached.
Build your dream team with Reval
Our AI agents source, screen, and vet candidates for your open roles. Get qualified, high-intent candidates on your desk within 48 hours.
Discover more candidates like Vaishnavi
Search across thousands of pre-screened, high-quality, high-intent candidates on Reval.
Search Talent