Deep Optimism
Focus on Foundations
We build AI Q&A demo tools that help people explore serious topics — from education and public safety to government transparency and pandemic response — using vetted source material and transparent, quoted answers.
Interactive demos
Try question-and-answer tools built over real corpora — interviews, town halls, meetings, and books.
Deutsch Interviews
QRAG demo over David Deutsch interview corpus — explore ideas from decades of interviews.
FDA COVID-19 Town Halls
QRAG demo over 100 FDA COVID-19 Diagnostics Virtual Town Halls.
PV School Evacuation
QRAG demo over PVSD Evacuation Preparedness Meeting transcripts.
The Sovereign Child
QRAG demo over The Sovereign Child book by Dr Aaron Stupple.
Contexts we care about
- Education — helping learners and educators explore ideas with source-backed AI tools.
- Public safety — making preparedness discussions and meeting records easier to query.
- Government & policy — surfacing relevant excerpts from long public records.
- Pandemic response — navigating dense technical town-hall archives with quoted context.
- Future serious use — prototypes for any domain where trustworthy Q&A over vetted material matters.