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Frontier Brief · Collision 2026

Artificial intelligence×Chemical engineering

43.7Collision Index
2.2%historical odds of first co-publication

This pair ranks in the top 0.5% of every collision candidate in the corpus. Across held-out years, pairs scoring that well went on to co-publish at 8.5× the base rate, typically within 2 years.

How this was measured →
Frontier Brief

The Frontier Brief for this collision is still being written. The evidence below already reflects the current model run.

Players in this space · predicted

Pre-company space. No named players have staked this collision yet — an emerging pairing where the field, not a firm, is the story so far.

Who actually spans both fields · graph-verified

41 researchers publish on both sides of this collision without the fields themselves having met. Every name below is counted from papers in the corpus — not inferred.

ResearcherAI / CE
  • Rampi RamprasadToyota Research Institute
    81
  • Zhenan BaoUniversity of Washington
    41
  • Yang Shao‐HornImperial College London
    22
  • Zhong Lin WangKing Abdullah University of Science and Technology
    31
  • Yang ChaiUniversity of Science and Technology of China
    31
  • Ning ZhangZhejiang Normal University
    12
  • Xiaoyu YangState Key Laboratory on Integrated Optoelectronics
    12
  • Tianshu LiState Key Laboratory of Superhard Materials
    21
  • Joseph H. MontoyaFranciscan University of Steubenville
    21
  • Zheng LiuSuzhou Institute of Nano-tech and Nano-bionics
    12
Institutionpapers each side
  • Chinese Academy of SciencesCN
    160236
  • Stanford UniversityUS
    279117
  • Tsinghua UniversityCN
    161130
  • Nanyang Technological UniversitySG
    17092
  • Massachusetts Institute of TechnologyUS
    19369
  • University of WashingtonUS
    15457
Closest work to the seambridge fields touched

Counted from the corpus. Institution counts use best-effort affiliation (every author on a paper is paired with every institution on it), so read them as presence, not headcount.

Deep-Dive

A premium Deep-Dive is being generated for this collision — check back soon.