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Notes from the team on ConvoAAVE, AI Pathways Camp, and the policy work, in the order they happened.

Karthik Srikumar Founder & President
Machina Mundi team meeting with the office of Congressman John Larson

karthiks Met with Congressman Larson and his staff today and went through the AI Equity Grant provision section by section. We left with a list of changes to make before it can move. Looking forward to continuing it.

#policy #larson #aiequity

Karthik Srikumar Founder & President
Machina Mundi named a regional finalist for the Princeton Prize in Race Relations

karthiks Named a regional finalist for the Princeton Prize in Race Relations, which recognizes high school work on race relations. The next step is getting the grant provision in front of the people who can move it.

#princetonprize #recognition

Krishna Balaji Volunteer Team
Students working through an AI Pathways Camp session in a YMCA classroom

krishnab Third session with this YMCA group. Today was training data, and why a model can handle one voice and not another. A student asked why captions keep misreading hers, which is the question ConvoAAVE exists to answer.

#aipathways #ymca

Varun Koduri Volunteer Team
Community recording session for the ConvoAAVE corpus

varunk Annotation weekend. The transcript set passed 80,000 words. Every session is recorded with consent, the audio stays under restricted access, and the transcripts are the part we publish.

#convoaave #transcription

Vincent Wang Volunteer Team
ConvoAAVE evaluation harness

vincentw Rewrote the evaluation to score each construction separately instead of reporting one blended error rate. A system can look accurate on average and still miss habitual be nearly every time.

#convoaave #evaluation

Aditi Grama Volunteer Team
Community partners gathered at a Hartford outreach event

aditig Outreach at three churches on Saturday. Most of the day went to explaining what a speech corpus is and where the recordings are stored. Four families signed up to record.

#community #hartford

Daniel Asomaning Volunteer Team
Local church and community group partners

daniela Two more community groups joined this month. The first question families ask is where the audio goes. It stays under restricted access; only the transcripts are released.

#community #privacy

Saisatvik Koppu Volunteer Team
Summer cohort of AI Pathways Camp

saisatvikk June cohort wrapped. Nearly 900 students have been through AI Pathways Camp since 2024. The three-hour format works well, though we are rewriting the second session to cut down the matrix notation.

#aipathways #summer

Karthik Srikumar Founder & President
Code Ninjas partner location

karthiks A year on from the first Code Ninjas session, which had eleven students and a borrowed projector. Anil and Basanth gave us the room, and the curriculum we run now started from that outline.

#codeninjas #origins