Shatakshi Pandey Archives

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Shatakshi Pandey

Shatakshi Pandey is a Lead Delivery Consultant at AWS Professional Services with over 6 years of experience in Data Analytics and AI/ML. She partners with global enterprise customers to navigate the complexities of cloud migration and architectural re-engineering, transforming legacy workloads into scalable, cloud-native solutions powered by AWS Glue, Amazon Redshift, and OpenSearch. Her expertise spans high-performance Data Lakes and Warehousing architectures that help organizations unlock the full potential of their data at scale. Outside of work, she is a movie enthusiast and a bibliophile with a deep appreciation for art and literature.

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Beyond Top-K: Building search-confidence guardrails for agentic AI with OpenSearch

October 15, 2026

Top-K retrieval always returns results-even when nothing relevant exists. This post introduces a confidence layer framework that gives agents the ability to say... Read more.

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Beyond Top-K: Building search-confidence guardrails for agentic AI with OpenSearch

OpenSearch is a community-driven, Apache 2.0-licensed open source search and analytics suite that makes it easy to ingest, search, visualize, and analyze data.

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