I am an engineering lead and systems architect working on AI verification, distributed data infrastructure, and computable decision support.
As Tech Lead at the University of Washington Digital Initiatives Group (DIGI), I design and operate clinical data repositories, laboratory exchanges, and AI evaluation infrastructure deployed across resource-constrained health systems. My technical work focuses on composing small open-weight language models and calibrated cross-encoders with deterministic domain logic.
Directory
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/systems — OpenClinAI, ChartSearchAI, Catalyst, CQL & HIE infrastructureArchitecture & OSS
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/research — Hybrid verification, cross-encoder gating & statistical evaluationApplied Research
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/notes — Post-training workflows, calibration math & interactive notebookstutorials.pmanko.dev
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reports.openclinai.org → — Multi-seed clinical evaluation readouts & benchmark archiveLive Benchmarks
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openclinai.org → — Open-source clinical AI platform & validation harnessPlatform
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github.com/pmanko → — Open-source repositories & standards toolingCode