Federal work

Policy

Classroom research in Hartford, written into a federal grant provision with the office of Congressman John Larson.

Machina Mundi with the office of Congressman John Larson
May 2026, Hartford Machina Mundi with the office of Congressman John B. Larson, on AI education access in Hartford's underserved schools.
The meeting

Working with the office of Congressman John Larson

As AI Pathways Camp and ConvoAAVE grew, it became clear that durable change would take more than individual programs and short-term grants. After conversations with grassroots organizations and nonprofits across Hartford, we approached the office of Congressman John Larson, and the office agreed to work with us.

Working with his staff, Machina Mundi researched the state of AI education access in Hartford's underserved schools, and that research was used directly by the office. His staff also showed the team how to use the Congressional Research Service to ground the work in existing federal policy.

  • Research briefson AI education access in Hartford and East Hartford
  • Guidancefrom Congressional Research Service staff
  • A grant proposalfor AI education infrastructure in underserved schools
What came out of it

The provision

Machina Mundi policy proposal Discussion draft
Drafted by Machina Mundi

Artificial Intelligence Equity Grant Act of 2026

To authorize grants to local educational agencies for artificial intelligence education infrastructure, teacher training, and dialect inclusive evaluation of speech technology in historically underserved schools, and for other purposes.

Cover of the Artificial Intelligence Equity Grant Act of 2026 discussion draft PDF
  1. 2024 to 2025Hartford research
  2. 2026Grant proposal
  3. NowDraft provision, under review
  4. NextLegislative language
  5. NextSubcommittee testimony
Status
Draft. Not introduced, no bill number assigned
Working with
Office of Congressman John B. Larson
Instrument
Subgrant built on ESSA Title IV-A
Amount
$5,000 per eligible school, per year
Administered by
U.S. Department of Education
Proposed area
Hartford and East Hartford

IWhat it does

The research became a grant proposal covering AI education infrastructure, teacher training, and programming for historically underserved schools. It has since developed into a formal policy provision: a $5,000 per-school AI Equity Grant for Hartford and East Hartford, administered through the U.S. Department of Education and built on existing ESSA Title IV-A funding.

The draft above sets the provision out in full: what a school could spend the money on, which schools would qualify, and how speech technology used in a classroom would be checked for its accuracy across dialects.

IIWhere this goes next

The provision is with Congressman Larson's office, where his staff and ours are working it into formal legislative language. Separately, founder Karthik Srikumar is preparing to testify before a U.S. House subcommittee on AI education equity.