Jidayi/ruhu-operator

Offline autonomous operations assistant for inventory-led African SMEs # Ruhu Operator Ruhu Operator is an offline autonomous operations assistant for inventory-led African SMEs. It starts with FMCG wholesalers and small distributors, mini-markets and established provision shops, hardware/electrical/building-material dealers, and automotive-parts dealers. It runs on an ordinary laptop, reads business records through named local Data Connections for POS exports, CSV, XLSX, or SQLite, executes owner-approved standing programs through LangGraph, delegates bounded work to role-scoped agents, calls validated local tools, and brings approvals, blocking questions, exceptions, and important results into one Attention Inbox. Trade Operations is the Gate 1 competition baseline; the bundled Office Operations pack adds selected-document review and local DOCX/XLSX/PDF preparation without unrestricted desktop access. **Product form:** a local web application launched from the desktop or terminal. The launcher starts the local `llama.cpp` model server and the Ruhu application server, then opens the interface in the user's browser. No application or business data is sent to a cloud service. ## Specification pack The Markdown specifications are the implementation source of truth. The ADTC design specification remains the competition brief. 1. Product specification 2. System architecture 3. Agent runtime specification 4. Data, tool, event, and API contracts 5. UI and UX specification 6. Implementation specification 7. Offline security and privacy 8. Test and acceptance specification 9. Open-source pattern review 10. Autonomous operations specification 11. Operator Packs, Data Connections, and Attention Inbox 12. Office Operations and Business Workspaces 13. Agent Skills and Routine Library 14. Flexible Planning, Tool Contracts, and Business Policies 15. Flexible Ingestion and View Projection 16. Chat, Renderables, and Visualization Implementation-readiness baseline: completed 30 July 2026. Flexible-planning and skills architecture review: comple …