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Erin BurkeEB
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Erin Burke

@erinburke

Full-Stack AI Engineer at Norm AI who built evaluation and debugging tools that cut client onboarding time by 70%.

United States
Message

At Norm AI, I was an early engineer on LEAP, a system that turns regulations into executable checks with auditable results. I built interfaces that let legal engineers inspect model decisions against source evidence and compare behavior across prompt versions.

I also built batch evaluation tooling that became the team's standard QA gate before prompt changes, cutting client onboarding time by 70%. By optimizing task infrastructure, I reduced production agent processing latency by 40% and compute cost by 50%; I’ve also created open-source tools for groundedness checking, LLM red teaming, evaluation, and streaming React interfaces.

Experience

Work history, roles, and key accomplishments

Rapid7 logoRA

Full-Stack Engineer, Insight Cloud Security

May 2022 - Aug 2023 (1 year 3 months)

Built complex, stateful customer-facing dashboards in production React, implementing Redux state management for real-time updates across 10K+ concurrent user sessions. Drove adoption of feature flagging for progressive rollouts in a security-critical environment.

ReactReduxTypeScript
Feature Flagging
Real Time Updates
State Management
Atlassian logoAT

Associate Product Manager Intern

May 2021 - Aug 2021 (3 months)

Instrumented product metric pipelines tracking feature adoption across 15K+ users and designed an A/B testing framework with engineering.

Education

Degrees, certifications, and relevant coursework

Claremont McKenna College logoCC

Claremont McKenna College

Bachelor of Arts, Computer Science

Activities and societies: Research: Built 15+ single-cell RNA-sequencing analysis tools with Memorial Sloan Kettering clinicians, including evaluation frameworks validating cluster quality against known markers (Harvey Mudd, 2021–2022).

Earned a Bachelor of Arts in Computer Science, with coursework at Harvey Mudd College. Conducted research with Memorial Sloan Kettering clinicians, building evaluation frameworks for single-cell RNA-sequencing analysis tools.

Availability

Looking for a job

Location

United States

Authorized to work in

Salary expectations

60k+ USD

Skills

LLM Evaluation
Evaluation Frameworks
Regression Testing
Batch Validation Testing
LLM As Judge
Factual Grounding Checks
Dataset CurationRed Teaming
Bayesian A B Testing
Result Versioning
Structured Outputs
LLM Agent Orchestration
RAG
Human Feedback
Prompt Engineering

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