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Ernest Moyo (Solo)

Built at Built with Opus 4.7: a Claude Code hackathon · Apr 21, 2026 · Remote

Ernest Moyo (Solo) — Demo video

In 2025, 86% of USAID's 6,200 awards were terminated. Global Fund Replenishment 8 fell $5.36B short. The Lancet projects 9.4 million additional deaths by 2030. What collapsed wasn't drugs or supply chains — it was the labour layer: the proposal writers, M&E analysts, and indicator triangulators who turn raw data into fundable programmes. Jhpiego cut 1,975 staff across 44 countries. Bill Gates told Congress the Gates Foundation cannot backfill. SwarmAid replaces that layer with a swarm of 10 specialised agents — running on Opus 4.7, Sonnet 4.6, and Haiku 4.5 — orchestrated the way a real planning team works. EpiProfiler and LitReviewer run concurrently, pulling live data from WHO GHO, DHIS2, the Malaria Atlas Project, OpenAlex, and the Global Fund Data Service. SustainabilityAdvisor races four financing scenarios in parallel — Global Fund-only, bilateral donors, domestic resource mobilisation, and blended — and selects the strongest five-year trajectory. ProposalWriter drafts a 40-page modular concept note. Five adversarial personas — a TRP reviewer, NMCP officer, investigative journalist, LFA auditor, and biostatistician — attack the draft simultaneously. A Receipt Wall traces every numeric figure back to its source API call. The system is not locked to one country, donor, or disease. The demo runs on Malawi malaria with the Global Fund, but the architecture supports any country and any funding modality — including domestic health budget planning. Human-in-the-loop controls (Pause / Resume / Stop) are wired end-to-end, so a ministry official is always in control. Output: All things work outputs, plus Annex B (Receipt Wall), Annex C (Adversarial Report), and Annex D (Sustainability Trajectory). Generated in approximately 8 minutes. Open source, MIT licensed.

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