Sai Manikanta Kasireddy

About

Built and productionized an internal GenAI chatbot that makes company policy/SOP knowledge instantly searchable, using a secure RAG architecture on AWS (Bedrock/Titan embeddings/OpenSearch Serverless, Textract/Lambda/S3 ingestion, Claude 3 Sonnet). Demonstrates strong MLOps/orchestration experience (Airflow, Step Functions with Lambda/Glue/SageMaker) and a rigorous reliability approach (RAGAS metrics, A/B testing, citation validation, monitoring), including collaboration with compliance stakeholders via review dashboards.

Experience

Education

Key Strengths

• Built and deployed production internal GenAI policy/SOP assistant using RAG on AWS (Bedrock + OpenSearch)
• Strong grounding/anti-hallucination approach (retrieval-only prompting, similarity thresholds, citation validation, monitoring/feedback loops)
• Designed secure enterprise AI systems (Cognito auth, guardrails, document-change reindexing)
• Workflow orchestration for ML/ETL with Airflow and Step Functions across Lambda/Glue/SageMaker
• Measurable impact: reduced processing time ~30% via automated orchestration; drastically reduced employee search time for policies

Reference Highlights

• Strong technical skills
• Strong work ethic
• Structured problem-solving approach
• Delivers end-to-end solutions into production
• Builds scalable and maintainable systems
• Understands business requirements well
• Improves solution reliability for real-world usage
• Excellent cross-team collaboration
• Calm demeanor
• Clear communication
• Hardworking
• Explains complex concepts simply
• Keeps stakeholders aligned
• Active listener
• Asks the right clarifying questions
• Handles team dynamics thoughtfully (brings people together early)
• Documents work clearly