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A 60-second technical breakdown of how we built Pineapple OneClick AI ā a multi-agent supply chain orchestration platform. We cover: ā” The core challenge ā achieving real cross-framework interoperability across three independent services (CrewAI on port 8000, standalone FastAPI on ports 8001 & 8002) š ļø How we solved it ā NANDA-inspired Agent Registry for dynamic discovery, 8-step coordination cascade, and CrewAI + GPT-4o-mini for autonomous procurement reasoning with rule-based fallbacks ā ļø Honest limitations ā simulated data, in-memory registry, single-round negotiation, no trust scoring, no multi-tier sourcing š§ Tech Stack: Python, CrewAI, FastAPI, OpenAI GPT-4o-mini, React, TypeScript, react-simple-maps šļø Architecture: 3 microservices communicating via HTTP/JSON š¤ 5 Agent Types: Procurement, Supplier, Logistics, Compliance, Manufacturer Built for the One Click AI ā Supply Chain Agents Hackathon (VC Track)