Ralphi-IA Hybrid Ops Copilot - AMD

Created by team AMD InnerSpark Sovereign Mesh on July 07, 2026
Hybrid Token-Efficient Routing AgentUnicorn Track

RalfIIA Hybrid Ops Copilot is a production-ready orchestration ecosystem built for IT service providers (PC Doctor / InnerSpark) to automate technical quoting, cross-channel operations, and system diagnostics. It operates as an Agent-to-Agent (A2A) mesh orchestrating a CrewAI Smart Quoter, a LangGraph SRE Watchdog, and a Contífico ERP API Synchronizer, driven by a multi-model routing gateway. 🌐 Cross-Channel Integration & Security Unlike isolated prototypes, RalfIIA connects business frontends to private infrastructure: Production Channels: Operations via WhatsApp Business (Twilio), Telegram Bots, and Web Admin Panels. Mobile App: iOS/Android builds via Natively.ai with secure biometric authentication (FaceID) for critical tasks. Secure Ingress: Public ingress is tunneled safely via SSL/TLS (Cloudflare/ngrok) into our local sovereign node, securing data privacy. ⚡ Hybrid Routing (Track 1 Architecture) To maximize token cost-efficiency, the intelligent router dynamically balances workloads: Edge Core Inference ($0 Tokens): Low-complexity tasks run locally using Ollama on AMD Ryzen physical hardware at zero remote token cost. Cloud Scale Inference: High-complexity reasoning scales to Fireworks AI models on enterprise AMD Instinct MI300X cloud GPUs. Single Truth: Telemetry metrics (latency, token costs) save instantly to local MongoDB (pcdoctor_swarm) for SRE cost auditing. 🛡️ Hardware-Aware Gemma ROCm Auditor A specialized Gemma Auditor Agent acts as an isolated supervisor. Whenever an automation script is generated, Gemma intercepts it to perform a hardware-aware second-turn code audit, flagging VRAM overflows and verifying CUDA-to-HIP kernel translation to optimize performance for AMD ROCm GPU environments before physical clúster deployment.

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