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Teage Johnson
Junior Full-Stack Engineer specializing in FinTech and machine learning
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About
Software engineer at early-stage startup Cari with hands-on experience shipping AI-enabled production workflows, including an LLM chatbot for a micro-transit platform and an automated image-processing pipeline integrated with Claude. Stands out for combining practical agent reliability patterns—schema validation, fallbacks, caching, and idempotency—with strong ML evaluation instincts and experience cleaning messy operational invoice data.
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Key Strengths
- Built LLM chatbot that translated natural language into structured ride-booking requests
- Designed validation layers to prevent hallucinated or incomplete AI actions
- Strong structured-output and schema-driven agent design
- Architected end-to-end automation workflows in production
- Improved reliability through fallbacks and follow-up prompting for ambiguous inputs
- Built scalable image-processing pipeline with caching and deduplication
- Applied accessibility and SEO automation via AI-generated alt text across hundreds of images
- Hands-on ML evaluation and iteration using historical data and error analysis
- Identified and corrected model bias by adding Elo-based features
- Handled messy operational data with idempotent invoice ingestion and human-review safeguards
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