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Gabriel Mingle
Junior Software Engineer specializing in full-stack and AI-powered web development
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About
Built an AI Image Editor end to end with a React frontend and Flask/PyTorch backend, focusing on the hard operational problems of deploying generative AI reliably across CUDA, Apple MPS, and CPU environments. Particularly strong in backend systems, API design, model lifecycle management, and architectural refactoring that improves reliability and future development speed.
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Key Strengths
- End-to-end ownership of AI-backed full-stack applications
- Strong backend/API architecture for ML-powered products
- Deep practical experience integrating PyTorch and Hugging Face models
- Cross-platform hardware acceleration and device management
- Performance optimization through model reuse and startup initialization strategy
- Reliability-focused debugging using logging and environment comparison
- Architectural refactoring to centralize model management
- Long-running job orchestration and persisted processing state design
- Thoughtful trade-off analysis between short-term speed and long-term maintainability
- Transparent about scope of production database experience
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