open
deep review: adversarial review loops
A system that pipes domain knowledge into a second AI model for adversarial code review, iterates until convergence, and stops before it gets nitpicky. Case study on malaria SoC costing.
engineering practice · 2026
gated
the standard-of-care costing update: sources, methods, and what moved
The implemented SoC cost update — Global Fund 2026 reference prices mix-weighted by real purchase volumes, delivery built from freight tables, SMC campaign budgets, and the ITN costing literature. Before/after comparison with decomposition graphics: commodities down, microscopy honestly up, SMC unchanged in total but rebuilt underneath.
IPM malaria · 2026
gated
prevention-envelope data runbook
The manual-extraction list — registration-gated, browser-only, and PDF sources (IHME LBD, JRF, ESPEN, DHS) that take each prevention workstream from national to full subnational scope, payoff-ranked.
IPM malaria · 2026