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Designed and deployed a containerized cloud environment to support reliable, always-on business applications. The setup included service deployment, restart and recovery controls, health monitoring, resource management, and operational safeguards to improve stability, maintainability, and production readiness.
The network for creativity
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Problem: Apps need a secure, organized backend to handle users, orders, products and AI features.
Solution: Built a centralized API Gateway (BFF) in n8n Cloud. One webhook handles validation, API key security and rate limiting, then routes to sub-workflows: Users (register/login), Orders (stock check, totals, status), Products (search), and AI (OpenAI chat, recommendations, review summaries). Supabase is the database.
Tools: n8n, Supabase, OpenAI API, Webhooks
Self-initiated demo project.
I'd test authorization separately for each sub-workflow, especially Orders. Does the gateway pass a verified user identity through, or does the Orders workflow check that the caller can access each order?
Problem: Apps need a secure, organized backend to handle users, orders, products and AI features.
Solution: Built a centralized API Gateway (BFF) in n8n Cloud. One webhook handles validation, API key security and rate limiting, then routes to sub-workflows: Users (register/login), Orders (stock check, totals, status), Products (search), and AI (OpenAI chat, recommendations, review summaries). Supabase is the database.
Tools: n8n, Supabase, OpenAI API, Webhooks
Self-initiated demo project.
Nice to see a single webhook taking care of validation and rate limits before handing off to the user and order flows.
AI-Powered Gym ERP & Management System
A comprehensive, AI-powered Gym ERP designed to digitally manage and automate the complete operations of modern gyms and fitness centers. The system integrates member management, memberships, subscriptions, attendance, payments, staff management, trainer management, workout planning, diet tracking, lead management, CRM, inventory, reports, and business analytics into a single centralized platform.
Its intelligent AI Assistant helps gym owners, staff, trainers, and members with instant information, automated queries, reminders, follow-ups, membership updates, payment notifications, and operational support.
The integrated AI Personal Trainer provides personalized workout plans, exercise guidance, fitness goals, progress tracking, and adaptive recommendations based on individual member profiles, goals, activity, and progress.
The ERP also enables automated communication, lead conversion, renewal reminders, performance analytics, dashboards, role-based access, and real-time business insights, helping gyms reduce manual work, improve member engagement, and streamline daily operations.
In short: one intelligent platform to manage the entire gym—from leads and memberships to workouts, trainers, payments, analytics, and AI-powered member assistance.
Seeing the AI assistant handle membership updates and payment alerts cuts the front desk chatter, letting staff focus on member experience.