Leon Nie

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Cavelight AI Products

Published: · Startup · Visit

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

As co-founder and CTO, I work on product architecture, engineering delivery, team building, and the bridge between LLM capability and production workflows.

Product directions

  • Luminous Claw: a general-purpose AI assistant for retrieval, generation, and workflow orchestration.
  • AI Teacher Assistant: a teaching and school operations assistant for education scenarios.
  • Risk Management Platform: contract review, bid comparison, risk assessment, and enterprise monitoring.
  • Chengban: an AI companion for pregnancy and postpartum organization.
  • NeuroPlay: an interactive CNN teaching competition system with leaderboards and heatmap visualization.

Engineering work

The work includes product design, infrastructure, RAG systems, multi-agent workflows, data governance, deployment, and reliability for real users rather than isolated demos.