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Matthew Frank
Senior Machine Learning Engineer specializing in computer vision and LLM-powered analytics
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About
Machine learning engineer and startup veteran building InfraSketch (infrasketch.net), a full-stack system-design/diagramming product where users describe systems in plain English and an LLM agent generates and iterates on infrastructure graphs and exports design docs. Owns the entire stack (React/TS + FastAPI/Node, DynamoDB/Postgres, AWS serverless) and focuses on LLM consistency, modular agent architecture, and production-style CI/CD and reliability patterns.
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Key Strengths
- Built and shipped an end-to-end full-stack product (InfraSketch) with 200+ signups
- Strong AWS serverless/cloud architecture experience (Lambda, API Gateway, S3, DynamoDB, CloudFront, Secrets Manager, SES)
- Applied LLM prompt engineering and hyperparameter tuning to improve output consistency and reduce non-determinism
- Designed modular agent abstraction enabling swapping agent architectures and running multiple agents concurrently
- Startup/solo-builder mindset: ships quickly, iterates via user feedback, and uses CI/CD (GitHub Actions) to maintain stability
- Reliability patterns for data/ETL integrations (idempotency checks, exponential backoff retries, DLQs)
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