web development / 2025
Code Genie AI Python Coding Assistant
Flask + Monaco Editor web IDE delivering sub-1s ghost-text completions for Python using an LLM selection loop.
Problem
Browser-based coding environments need fast, relevant assistance without disrupting the coding flow.
Role
Built the web IDE experience and designed a selection loop that evaluates LLM-generated completions.
Result
Delivered sub-1s ghost-text completions in a browser Python IDE.
case study
What was built
Developed a web-based Python IDE using Flask and Monaco Editor that delivers sub-1-second ghost-text code completions. Designed a mini genetic algorithm that evaluates Claude-3.7 Sonnet code snippets against specific quality rules to surface the best completions. Combines real-time code intelligence with an evolutionary selection approach.
Highlights
- Sub-1s ghost-text completions in the browser
- Genetic algorithm evaluating LLM-generated code snippets
- Full web IDE experience with Monaco Editor
Best Audience
Technology Stack
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