Forwood Safety
Risk intelligence
Expert-validated AI for workplace safety.
My contribution
Architected and implemented automated data pipelines to preprocess documents from S3, generate embeddings (OpenAI), and integrate with Amazon Opensearchfor MMR/hybrid search, boosting retrieval accuracy by 30% and reducing processing time by 40%.
Technical approach
Designed and implemented an end-to-end Generative AI solution achieving 80–90% accuracy in expert-validated insights, enhancing risk analysis and decision-making.
More project context
- Developed and refined AI Agents for risk analysis, integrating LangSmith for evaluation and improving generative accuracy and operational efficiency.
- Developed scalable MLOps pipelines using AWS SageMaker, ECR, EKS, and MLflow, enabling comprehensive model versioning, performance tracking, and AI solution reproducibility.
