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Mathew Martin
Mid-level Software Engineer specializing in cloud data platforms and LLM applications
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About
LLM/agent builder with experience shipping production LLM features at an early-stage ed-tech mental wellness startup (conversation analysis + structured feedback via FastAPI, OpenAI API, Render, CI/CD). Also built a multi-step dining concierge agent using OpenSearch over Yelp data with fallback query relaxation, and has enterprise data engineering experience at Capgemini migrating databases to Snowflake with robust ETL normalization and data-quality handling.
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Key Strengths
- Shipped LLM-backed inference pipeline to production via FastAPI with CI/CD and model versioning
- Designed multi-step conversational recommendation workflow using OpenSearch over Yelp data
- Implemented robust fallback/query-relaxation logic to handle empty search results
- Hands-on LLM evaluation: benchmarked 6 models on consistent test inputs with manual relevance review
- Improved output quality by switching models (Zephyr to Llama) based on benchmarking
- Data engineering for messy enterprise data: ETL transformations for type mismatches and null-handling policies during Snowflake migration
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