Join the community
advancing frontier-level reasoning

HFC connects domain masters to real research, paid collaborations, and model play to surface new discoveries.

88

%

Published Members

88

%

Published Members

65

%

From Top 20 Universities

65

%

From Top 20 Universities

70+

Disciplines Represented

70+

Disciplines Represented

92

%

Doctorates

92

%

Doctorates

What you gain from being a HFC fellow

Frontier Models

  • Calibrate / test unreleased models from the industry’s top AI labs, all hosted by Scale

  • Forward work to other peers, create domain-specific training or benchmarks proposals for Scale’s machine learning research division

  • Trial/break models in Arena, advance frontier leaderboards with Showdown

Frontier Models

  • Calibrate / test unreleased models from the industry’s top AI labs, all hosted by Scale

  • Forward work to other peers, create domain-specific training or benchmarks proposals for Scale’s machine learning research division

  • Trial/break models in Arena, advance frontier leaderboards with Showdown

Frontier Models

  • Calibrate / test unreleased models from the industry’s top AI labs, all hosted by Scale

  • Forward work to other peers, create domain-specific training or benchmarks proposals for Scale’s machine learning research division

  • Trial/break models in Arena, advance frontier leaderboards with Showdown

Network

  • Connect into the world’s most prestigious AI x Academic community

  • Surface areas of professional collaboration and career / research advancement externally

  • Join Fellowship-curated Events, Socials, AI/ML Lectures, Panels, Roundtables, Symposia

  • High-context peer circles for research exchange and collaboration

Network

  • Connect into the world’s most prestigious AI x Academic community

  • Surface areas of professional collaboration and career / research advancement externally

  • Join Fellowship-curated Events, Socials, AI/ML Lectures, Panels, Roundtables, Symposia

  • High-context peer circles for research exchange and collaboration

Network

  • Connect into the world’s most prestigious AI x Academic community

  • Surface areas of professional collaboration and career / research advancement externally

  • Join Fellowship-curated Events, Socials, AI/ML Lectures, Panels, Roundtables, Symposia

  • High-context peer circles for research exchange and collaboration

AI Confidentials

  • Full Corpus of Scale Research papers, blogs, and disseminations

  • Content Support to your local AI enablement goals

  • Curated HFC newsletter, Frontier Dispatch

  • HFC teaching blog

AI Confidentials

  • Full Corpus of Scale Research papers, blogs, and disseminations

  • Content Support to your local AI enablement goals

  • Curated HFC newsletter, Frontier Dispatch

  • HFC teaching blog

AI Confidentials

  • Full Corpus of Scale Research papers, blogs, and disseminations

  • Content Support to your local AI enablement goals

  • Curated HFC newsletter, Frontier Dispatch

  • HFC teaching blog

Recognition

  • Collaborate with Scale’s machine learning groups (industry leaders in AI training research)

  • Join selectively-vetted training projects with outsized impact specific to your field

  • Invitation to Domain Advisory roles with AI labs and our ML teams

  • Opportunities for co-authored research

Recognition

  • Collaborate with Scale’s machine learning groups (industry leaders in AI training research)

  • Join selectively-vetted training projects with outsized impact specific to your field

  • Invitation to Domain Advisory roles with AI labs and our ML teams

  • Opportunities for co-authored research

Recognition

  • Collaborate with Scale’s machine learning groups (industry leaders in AI training research)

  • Join selectively-vetted training projects with outsized impact specific to your field

  • Invitation to Domain Advisory roles with AI labs and our ML teams

  • Opportunities for co-authored research

© 2025 Smart Ecosystems.
All rights reserved.

© 2025 Smart Ecosystems.
All rights reserved.

© 2025 Smart Ecosystems. All rights reserved.