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Frontier Brief · Collision 2026

Artificial intelligence×Energy storage

41.8Collision Index
2.9%historical odds of first co-publication

This pair ranks in the top 0.1% of every collision candidate in the corpus. Across held-out years, pairs scoring that well went on to co-publish at 10.0× 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

19 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 / Energy storage
  • Zhong Lin WangKing Abdullah University of Science and Technology
    37
  • Chengkuo LeeShanghai University of Engineering Science
    71
  • Zixuan ZhangSoochow University
    41
  • Zhenan BaoUniversity of Washington
    41
  • Qiongfeng ShiSoochow University
    31
  • Kristin A. PerssonGoogle (United Kingdom)
    31
  • Haegyeom KimUniversity of California, Berkeley
    12
  • Hengyu GuoSichuan University
    12
  • Changsheng WuNational Chung Hsing University
    12
  • Gerbrand CederUniversity of Minnesota
    21
Institutionpapers each side
  • Stanford UniversityUS
    27935
  • Tsinghua UniversityCN
    16146
  • Chinese Academy of SciencesCN
    16043
  • University of California, BerkeleyUS
    22216
  • Massachusetts Institute of TechnologyUS
    19314
  • Nanyang Technological UniversitySG
    17014
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.