• From Reading Papers to Evaluating Startup Claims

  An updated Gap Finder uses rule-based evaluations and source-verified quotations to assess whether scientific evidence supports deep-tech startup claims.

  3 min read   ·   November 08, 2026

  2026   ·   AI for Science   Gap Finder   deep tech   scientific due diligence   large language models   ·   AI for Materials

• Gap Finder: A Tool That Finds What Scientific Papers Leave Out

  Building Gap Finder, a tool that identifies missing evidence and helps readers ask better questions about scientific claims.

  3 min read   ·   October 23, 2026

  2026   ·   Materials-Science,   Perovskite-Solar-Cells,   AI   ·   AI   for   Materials

• The Decision Layer Demo

  Models propose experiments and robots run them. Something in between has to decide what actually happens next, and that is the part I am building.

  4 min read   ·   September 26, 2026

  2026   ·   AI for Science   self-driving labs   autonomous experimentation   experimental design   decision making   ·   AI for Materials

• Decision Engine for Materials R&D: Beyond Prediction and Automation, Toward the Age of Decision-Making

  Why AI for Science depends on closing the loop between experiments, data representation, models, and decisions.

  17 min read   ·   September 18, 2026

  2026   ·   AI for Science   Materials R&D   self-driving labs   ·   AI for Materials

• AI-Ready R&D Starts Before the AI: Structuring the Knowledge Your Engineers Already Have

  AI-Ready R&D Starts Before the AI: Structuring the Knowledge Your Engineers Already Have

  9 min read   ·   September 08, 2026

  2026   ·   AI for Science   self-driving labs   autonomous experimentation   ·   AI for Materials