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Building practical AI systems with clear product outcomes and resilient architecture.

Deep dives on retrieval systems, evaluation loops, and execution tradeoffs that matter in production.

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IELTS Master Website

Built the first production website for IELTS writing practice with a practical architecture focused on reliability and fast iteration.

Shipped a production IELTS writing practice platform with secure auth, AI-assisted feedback, and stable API integrations.

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