
Ishita M
AI Engineer specializing in GenAI and RAG
Skills

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Portfolio
Work experience
AI/ML Engineer
Cywarden • Full-time
Mar 2026 - Present • 8 mos
● Designed and implemented production-grade Retrieval-Augmented Generation (RAG) pipelines using LlamaIndex, Amazon OpenSearch, and Qdrant for enterprise knowledge retrieval. ● Developed backend services for the CIS Controls v8 Cyber Risk Assessment Platform, integrating Azure Resource Graph and Microsoft Graph APIs to automate Azure compliance assessments. ● Integrated AWS Comprehend for automatic PII detection and redaction before LLM inference to ensure secure AI interactions. ● Built secure AI workflows using E2B sandboxed execution for dynamic graph generation, chart rendering, and automated report creation. ● Optimized backend performance by resolving production issues across scan execution, data consistency, API reliability, and retrieval workflows. ● Deployed and maintained containerized AI services on AWS ECS, EC2, S3, Bedrock, SageMaker, and Amazon RDS, collaborating with frontend, QA, and product teams in an Agile environment.