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Ali El Mawla

n8n automation engineer: multi-agent WhatsApp systems, RAG on Supabase, LLM API integration

Beirut, Lebanon · Beirut (UTC+3)

About

ICT graduate from AUST, July 2026. I build multi-agent automations in n8n. My main deployed work is a WhatsApp customer-service system for a beauty centre, running on its real line with real customers. A primary agent reads each chat and decides what to do. Three specialist agents handle bookings, contacts and questions about services. Redis keeps memory per customer and merges a burst of short messages into one reply. Whisper transcribes voice notes, and service knowledge comes from a Supabase vector store with my own chunking and embedding steps. I also work with LLM APIs, Supabase, Docker and Linux. With a classmate I co-built a live crypto exchange where AI agents trade through an MCP server we wrote.

n8n experience

AI agents in n8nSelf-hosted n8n
n8nAI agentsmulti-agent workflowsLLM API integrationRAGSupabasePostgreSQLRedisWhatsApp automation (Evolution API)WhisperwebhooksREST APIsJSONPythonJavaScriptDockerLinuxWhatsApp (Evolution API)SupabaseRedisWhisperREST APIsWebhooks