




Phillip Ssempeebwa ✪ | #DLI2026 #BuildWithAI
1.4K posts

@philldevcoder
Bible Scholar | FullStack Developer | Technical Writer | ML Researcher | Kaggle Contributor | IndabaX 🇺🇬








IndabaX Spring School 2026 – Participant Group Project Presentations. Group Six (Beyond the Ambulance) explored how Agent-Based Modeling can be used to bridge the critical "Golden Hour" gap on Ugandan highways. Their project, Beyond the Ambulance, focuses on leveraging a socio-technical Digital Twin to formalize informal responder networks. With road traffic fatalities on the rise and formal EMS response times often exceeding 45 minutes, the team investigated how the spatial density of Boda-boda riders can be used for rapid trauma stabilization. Using the Mesa and NetLogo frameworks, their system simulates microscopic traffic dynamics and physiological health decay to identify the exact "Biological Deadline" where intervention is most effective. From their simulation, the team discovered a 22-minute critical failure threshold. They observed that empowering local Boda-boda stages with first-aid skills can flip a 92% mortality rate to significant survival, proving that in resource-constrained environments, proximity and skill are more powerful than traditional ambulance fleet expansion. Their work highlights how AI can inform national policy, specifically through their proposed NIERF Framework and a real-time dispatch app designed to turn our greatest traffic challenge into Uganda’s most effective life-saving network. Group members: Phillip Ssempeebwa(@philldevcoder ), Jovia Nakazibwe, Allen Ayebare, PUTSHU LUNGHE Samuel @DeepIndaba @Google @TheOfficialACM @UNUMACAU #IndabaXUganda2026 #ResponsibleAI #AIForAfrica #Springschool2026




































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