Projects

Selected work across research, methods and prototype systems.

Each case study separates context, approach, personal contribution and evidence. Commercially sensitive or unapproved information is intentionally excluded.

Trustworthy AI · Independent R&D

MRV Forest Carbon QA System

An evidence-grounded environmental question-answering prototype designed around traceable retrieval, deterministic checks and reproducible deployment.

  • Python
  • RAG
  • Chroma
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Disclosure

Project descriptions use only approved public information. Additional results, images and lessons will be added after publication or partner approval.