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William Gapur's avatar
William Gapur
Palembang, Indonesia
CAD Designer X CNC Programmer
New to Contra
CAD Designer X CNC Programmer
Cover image for PART 499
PART 499
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Prototype Design
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21
Cover image for Structural & Weldment Design
Structural & Weldment Design
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27
Cover image for SKID STEER
SKID STEER
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30
Bambang saputra jaya's avatar
Bambang saputra jaya
Palembang, Indonesia
AI Automation & Backend Developer
New to Contra
AI Automation & Backend Developer
Cover image for 🚀 Built an Advanced AI
🚀 Built an Advanced AI Customer Support Automation with n8n I’ve completed AI Customer Support v2, a significantly more advanced version of my previous customer support workflow. The workflow now includes: • 79 nodes and 72 connections • Multi-channel intake: Web, WhatsApp, Telegram, Email, and Discord • Rate limiting and customer resolution • Conversation and escalation management • RAG-based knowledge retrieval • Sentiment analysis • Intent classification • Multi-agent routing with 5 specialized AI agents • AI tool calling for orders, refunds, email, and password reset • Automated human handoff and ticket creation • Analytics and AI execution logging • SLA monitoring and health checks • Scheduled background processes The architecture is divided into several layers: Intake → Intelligence → Tool Calling → Response → Observability I also designed the workflow with customization in mind, including the ability to add new AI specialists, tools, and LLM providers. This project was built to explore how n8n can be used beyond simple AI workflows and into more structured, production-oriented automation systems. There are still areas I want to improve, particularly vector-based RAG, native function calling, and scaling the LLM layer. Next step: documenting and publishing the project on GitHub. Tagar#n8n (https://www.linkedin.com/search/results/all/?keywords=%23n8n&origin=HASH_TAG_FROM_FEED) Tagar#AIAutomation (https://www.linkedin.com/search/results/all/?keywords=%23aiautomation&origin=HASH_TAG_FROM_FEED) Tagar#AIEngineering (https://www.linkedin.com/search/results/all/?keywords=%23aiengineering&origin=HASH_TAG_FROM_FEED) Tagar#Automation (https://www.linkedin.com/search/results/all/?keywords=%23automation&origin=HASH_TAG_FROM_FEED) Tagar#AIAgent (https://www.linkedin.com/search/results/all/?keywords=%23aiagent&origin=HASH_TAG_FROM_FEED) Tagar#CustomerSupport (https://www.linkedin.com/search/results/all/?keywords=%23customersupport&origin=HASH_TAG_FROM_FEED) Tagar#RAG (https://www.linkedin.com/search/results/all/?keywords=%23rag&origin=HASH_TAG_FROM_FEED) Tagar#WorkflowAutomation (https://www.linkedin.com/search/results/all/?keywords=%23workflowautomation&origin=HASH_TAG_FROM_FEED)
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Cover image for AI Automation & n8n I build AI-powered automation workflows ...
AI Automation & n8n I build AI-powered automation workflows using n8n, APIs, Python, and LLMs to reduce repetitive work and streamline business processes. What I can build: AI customer support workflows AI chatbots and AI agents WhatsApp automation API integrations Data processing and business automation LLM integrations with OpenAI and other AI providers Custom n8n workflows You will receive a production-ready workflow, configured integrations, documentation, and support for deployment. https://contra.com/s/WcYmo2el-ai-automation-and-n8n
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Cover image for AI Customer Support Automation Platform Built
AI Customer Support Automation Platform Built an AI-powered customer support platform using n8n, Ollama, Docker, MySQL, and REST APIs. The system automates customer inquiries, generates intelligent responses, and streamlines support workflows with a scalable, self-hosted AI architecture.
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Cover image for AI CRM Automation Platform Built an
AI CRM Automation Platform Built an AI-powered CRM automation platform that captures leads, performs AI-based lead scoring, automatically qualifies prospects, and streamlines CRM workflows using n8n, Ollama, MySQL, Docker, and REST APIs.
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Muhammad Agung Satrio's avatar
Muhammad Agung Satrio
Palembang, Indonesia
Empowering users through intuitive and functional design.
Empowering users through intuitive and functional design.
Cover image for USER EXPERIENCE OPTIMIZATION TO COMPLETE THE PURCHASE PROCESS AT
USER EXPERIENCE OPTIMIZATION TO COMPLETE THE PURCHASE PROCESS AT
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2
Cover image for Travel App : LIBOOR
Travel App : LIBOOR
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3
Cover image for Nuri - Cash on Delivery Creation
Nuri - Cash on Delivery Creation
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3
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Ridho Weedy's avatar
Ridho Weedy
Palembang, Indonesia
Expert UI UX Designer | Web Design | Mobile App Design
Expert UI UX Designer | Web Design | Mobile App Design
Cover image for Techihire - Landing Page
Techihire - Landing Page
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4
Cover image for Kurzfilm.io - Dashboard Page
Kurzfilm.io - Dashboard Page
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2
Cover image for Order Detail & Checkout Page - Gardener Booking App
Order Detail & Checkout Page - Gardener Booking App
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1
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Dean Andhika Ferrari's avatar
Dean Andhika Ferrari
Palembang, Indonesia
Data Analyst and WordPress Developer
Data Analyst and WordPress Developer
Cover image for PostPilot Web Re-Design: A Brutalist Take
PostPilot Web Re-Design: A Brutalist Take
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1
Cover image for Figma to Elementor: Digital Agency Website
Figma to Elementor: Digital Agency Website
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1
Cover image for Web & Mobile Interface Design
Web & Mobile Interface Design
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1
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M Henky Saputra's avatar
M Henky Saputra
Palembang, Indonesia
Expert UI/UX Design | Product Management Pro
Expert UI/UX Design | Product Management Pro
Cover image for 3D Website Design for Estetico Home
3D Website Design for Estetico Home
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1
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Photograph
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2
Cover image for Tareem Parfume Landing Page
Tareem Parfume Landing Page
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2
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