Trisha Shah

About

Full-stack and AI product engineer with strong AWS/Snowflake experience who built an internal feature flag platform and helped migrate a cybersecurity insights product into a multi-agent AI chat interface. They report production scale of 1M+ embeddings and 50k+ monthly queries, with outcomes including an 80% reduction in analyst work and dashboard generation in 7 minutes; the work was also featured by Claude and AWS.

Key Strengths

• Owned full-stack feature delivery end to end
• Designed scalable feature flag management platform
• Migrated JSON-based permissions system into Snowflake-backed application
• Strong AWS serverless architecture experience
• Built AI chat interface for cybersecurity insights
• Designed multi-agent LLM system in production
• Deep text-to-SQL and Snowflake integration expertise
• Handled concurrency and race conditions with timestamp-based conflict detection
• Implemented auditability and access control for internal platforms
• Production monitoring and tracing using DynamoDB streams and CloudWatch
• Prompt iteration to reduce hallucinations
• Shipped systems at scale with 1M+ embeddings and 50k+ monthly queries
• Delivered measurable impact: 80% reduction in analyst work
• Reduced dashboard generation time to 7 minutes
• Responsive to product feedback and shipped report export enhancements
• Built reusable UI tooling to reduce repetitive engineering effort

Experience

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