Research
Research notes
Questions being explored — personal learning and technical research, cross-linked not duplicated.
2026-01-01 · In progress · Fintech research
Offline-capable payment concepts (NexPay research)
Exploring device-to-device transactions, local processing and sync-after-connectivity for unreliable networks.
Research questions: QR-based communication, cryptographic verification concepts, fraud prevention, secure reconciliation after connectivity returns. Android-first, offline-first architecture.
2026-02-01 · In progress · EdTech research
AI-assisted learning effectiveness
What makes a small AI mentor actually help a student — guided prompts, reply pacing, honest fallbacks.
Drawn from SeeMentor AI and the portfolio assistant widget: suggested questions guide first-time users, typing feedback keeps people oriented, graceful out-of-scope handling builds trust.
2026-03-01 · Planned · Civic technology
Transparency tooling concepts (Corruption Controller)
How digital reporting, open information systems and data-driven approaches can support accountability.
Early concept stage: reporting flows, information architecture, data hygiene. Social-impact technology explored honestly as concept, not claimed product.