Looking for feedback and direction from the community here... The custom home buidler that I work for (part-time) wants to automate it's proposal creation system. They write extremely detailed proposals that itemize every step of building a custom home. They itemize in phases, for example, Phase 01 is Site Work and thhere are 12-20 steps (or field tasks) outlining what work will be done in Phase 01. Some of the tasks are performed by our crew members (carpenters, etc. on staff) and other tasks are from sub-contractors (grading and paving contractor). We want to take all of those historical proposals and the line item tasks and create a database that they can select and can be drag-n-drop style into the new MS Word file (proposal). Right now, the proposal team goes back (from thier memory) to past proposals and they cut-n-paste parts that are relevant and useable without having to write that section or item. They may customize a bit such as measurements, time/schedule and other variables that make it specific to the current client's site, but but basically the gist of the content from past proposals is the same. After learning from the N8N / Supabase / PostgresSQL lesson that Brennan provided, I think his lesson provides the core tools for this automation. Would anyone like to work out some of the steps with me? Collaborate and learn as we go? I'll document my steps from my challenges to my successes (and my lack of knowledge) so we can all experience the process of building and automation. Interested?

Hey everyone! 👋 I'm Takeichi, an AI & Full-Stack Engineer based in Japan. I've spent the past 10+ years building production software, with the last several years focused on AI systems and automation. Most of my work has been around: - 🤖 AI Agents & Agentic Workflows - 🧠 LLM Applications & RAG Systems - ⚡ Workflow Automation - 🐍 Python (FastAPI, Flask), TypeScript/Node.js - ⚛️ React & Next.js - 🔗 API integrations and backend architecture - 👁️ Computer Vision & OCR I've built AI research agents, document intelligence platforms, multi-agent workflows, AI voice systems, and automation tools that integrate with third-party services and enterprise systems. I'm here to: - Learn from other builders - Share ideas and technical knowledge - Exchange AI automation workflows - Connect with people building real-world AI products Looking forward to meeting everyone! Feel free to say hi or reach out if you're working on AI agents, automation, or LLM-powered products. 🚀 Portfolio: https://contra.com/takeichi_inoue_65rexfis/about Email: [email protected] Telegram: https://t.me/HustorAI WhatsApp: +81 80-9299-0062