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All case studies

LLM Automation + Developer Productivity

LLM-Based Pull Request Review Assistant

Built an LLM-based pull request review system to automate code analysis and improve engineering efficiency.

Improved engineering efficiency

Supported faster applied AI development workflows

The problem

Code review can be slow, inconsistent, and difficult to scale across fast-moving AI development teams.

What I built

Implemented an LLM-driven review workflow to analyze PRs, surface issues, and support engineering quality.

Technical approach

  • LLM prompt workflow
  • Repository/PR context parsing
  • Automated review comments
  • Developer workflow integration

Visuals

PR review flow
Example review output
Developer productivity diagram