Leon Nie

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Cavelight Product Matrix

Published: · Startup · Visit

Cavelight is an AI application company focused on education, finance, and enterprise services.

As co-founder and CTO, I lead product direction, architecture, and engineering delivery for the core product matrix. These projects were driven by my team from requirements and prototypes through implementation, deployment, and iteration.

Product directions

  • Luminous Claw: a general-purpose AI assistant for retrieval, generation, and workflow orchestration.
  • Tengyi AI Teacher Assistant: a teaching and school-operations assistant supporting personalized learning and teacher workflows.
  • Risk Management Platform: contract review, bid comparison, risk assessment, and enterprise monitoring.
  • Chengban: an AI companion for pregnancy and postpartum planning, reminders, question lists, and emotional moments.
  • NeuroPlay: an interactive CNN teaching competition system where students upload images, train models, and compete with real-time leaderboards and heatmap visualization.

Engineering work

The work includes product design, infrastructure, RAG systems, multi-agent workflows, data governance, deployment, and reliability. My focus is making AI useful in real workflows rather than isolated demos.