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Nicolas Collins
Senior Full-Stack Engineer specializing in AI and cloud-native applications
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About
Built and shipped a production LLM-powered internal developer tool that accelerated code reviews by about 30% while maintaining reliability through modular orchestration, validation, and monitoring. Demonstrates strong practical depth in agent architecture, backend workflow orchestration, and observability for non-deterministic AI systems, with concrete examples of reducing agent errors by 60%.
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Key Strengths
- Shipped production AI-assisted code review feature end-to-end
- Reduced code review time by ~30%
- Strong reliability engineering for agentic systems
- Designs modular, maintainable AI orchestration architectures
- Builds safeguards for business-rule compliance and data integrity
- Uses human-in-the-loop validation for critical AI workflows
- Experienced with async backend orchestration and persistent state management
- Applies evals and observability to improve non-deterministic systems
- Improved agent reliability by reducing errors 60% through prompt and state validation changes
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