Independent research · Manila, Philippines

Evidence for AI that works in Philippine institutions.

Peer-reviewable papers and methods on AI in education, safe and reliable financial inclusion, and Philippine-language models. Each published record carries its version, citation, and reuse license.

Papers

Published work

The first policy paper is in preparation

This portal will launch publicly with one reviewed, citable paper. Until then, the active research programs below show the work in progress without presenting unfinished findings as publications.

Work in progress

Active research programs

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ScopingSafe, reliable financial inclusion

Safe digital finance under constraints

A research program on how AI can help newly banked Filipinos make safer financial decisions on low-bandwidth, low-end devices, so that access to digital finance survives scams, disputes, and opaque terms.

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Research approach

Practical, reviewable, and explicit about limits.

I focus on the decisions institutions must make when adopting Data & AI: what evidence is strong enough, where human judgment remains necessary, and how local language and policy contexts change the evaluation.

Published outputs separate evidence, interpretation, and recommendations, disclose their version and reuse terms, and retain a stable citation record.

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