Armaan khan

Day 10 🚀 Built an AI Lead Analyzer CRM with: • Google Forms • n8n • Ollama • PostgreSQL Features: ✅ Lead scoring ✅ AI insights ✅ Priority classification ✅ Recommended actions ✅ CRM database storage Big lesson: Rule-based logic for scoring. AI for insights. #AI #n8n

@microDesignn I am building a Production-Style AI Customer Support Assistant using only free & open-source tools. This project solves that by giving the AI: Persistent conversation memory Long-term context Automatic conversation summarization Scalable production-style architecture reach out .

Hey builders! 👋 Looking to connect with people in: 🍽️ SaaS 🚀 Tech 📲 Automation 🧠 AI tools 📱 Product Development 🔥 Web APP 💻 Devs Drop what you're working on recently 👇

@attacomsian I am building a Production-Style AI Customer Support Assistant using only free & open-source tools. This project solves that by giving the AI: Persistent conversation memory Long-term context Automatic conversation summarization Scalable production-style architecture reach out .

Hey founders! Looking to connect with people building in: 🚀 SaaS 🧠 AI tools 📲 Automation 💻 Dev tooling 📱 Consumer apps 🔥 Web apps Drop what you're working on 👇

@GohilHardy I am building a Production-Style AI Customer Support Assistant using only free & open-source tools. This project solves that by giving the AI: Persistent conversation memory Long-term context Automatic conversation summarization Scalable production-style architecture reach out .

Hey founders and devs! Looking to connect with people building in: 🍽️ SaaS 🚀 Tech 📲 Automation 📱 Product Development 🧠 AI tools 🔥 Web APP 💻 Devs Drop what you're working on or Just say Hi 👋🏻 Let's connect.

@chiragdotxyz I am building a Production-Style AI Customer Support Assistant using only free & open-source tools. This project solves that by giving the AI: Persistent conversation memory Long-term context Automatic conversation summarization Scalable production-style architecture reach out .

Hey founders 🚀 Looking to connect with people building in: 💻 SaaS ⚙️ Tech 🤖 Automation 🧠 AI tools 📦 Product Development 🌐 Web apps Drop what you're working on 👇🏼

@anujsharma_geek I am building a Production-Style AI Customer Support Assistant using only free & open-source tools. This project solves that by giving the AI: Persistent conversation memory Long-term context Automatic conversation summarization Scalable production-style architecture reach out .

👋 Hey Builders ! I'm looking to connect with people building in: 🍽️ SaaS 🤖 AI & AI Agents ⚡ Automation 💻 Developer Tools 📱 Web Apps & Product Development 🚀 Startups & Tech I'd love to see what you're building. Drop your product, startup in the comments 👇 Let's connect, share ideas, and help each other grow. 🚀

How i built the new frontend for my ARK AI Customer support from scratch 😮, including a premium chat interface, AI streaming effect, Markdown rendering, syntax highlighting, and full integration with my Express, n8n, Ollama, and PostgreSQL backend.

🚀 Day 20 — I built a Production-Style AI Customer Support Assistant using only free & open-source tools. Traditional chatbots lose context after a few messages, making customers repeat the same information over and over. #BuildInPublic #AI #AIAutomation #ArtificialIntelligence

The AI wasn't hallucinating because it was "bad." It was hallucinating because my company data never reached the prompt. Fixed by building a proper architecture: companyInfo.js → Express → n8n → System Prompt → Ollama Architecture > Model Tweaks. #AI #LLM #NodeJS #BuildInPubl

Day 19— I stopped my AI chatbot from lying to customers today. 🤐 Built Business Knowledge V1 for ARK AI: ✅ Single Source of Truth ✅ Prompt Grounding ✅ Rolling 20-message context window ✅ Honest fallback instead of hallucinating #AI #BuildInPublic #100DaysOfCode

Hardest part wasn't storage. It was the model actually using what was stored my parser was still built for the old prompt format, so every reply fell back to a default regardless of history. Rebuilt the whole retrieve → format → prompt pipeline to fix it. #BuildInPublic #AI

Proof of ARK AI Customer support : 👤 My name is Armaan. 🤖 Nice to meet you, Armaan! 👤 What's my name? 🤖 Your name is Armaan. That's real memory, not a scripted demo #BuildInPublic #AI #Ollama #PostgreSQL #n8n

Day 18 — gave my AI chatbot memory today. It went from "forgets everything instantly" to actually holding a conversation. 🧵 Built: ✅ Session IDs (client-side, localStorage) ✅ PostgreSQL message storage every user + assistant turn #BuildInPublic #AI #Ollama #PostgreSQL #n8n

Day 17 of building AI Automation projects. Took my AI support backend and wired it into an actual chat UI today. v1, working end-to-end, not perfect yet. Stack: HTML/CSS/JS → Express → n8n → Ollama (Qwen3 8B) → PostgreSQL → back to UI. #BuildInPublic #AI #n8n #Ollama

Day 16 of AI Automation Journey 🚀 Built my complete Python dev environment from scratch: ✔ Python 3.12 ✔ VS Code ✔ Git + .venv ✔ pip fixed ✔ Project structure ready ✔ AI + Data Science stack setup ✔ First clean commit pushed #Python #AI #100DaysOfCode #BuildInPublic

Day 15 of building in public 🚀 Built the backend for my AI Customer Support Assistant from scratch using n8n + Ollama + PostgreSQL. Webhook → Classify ticket → Generate AI response → Log to PostgreSQL ✅ #AI #n8n #Ollama #Docker #BuildInPublic

Day 14 of my AI Automation Journey 🚀 Completed Anthropic's AI Fluency course today. Learned: ✅ How LLMs work ✅ Prompt Engineering ✅ AI Delegation Frameworks ✅ Evaluating AI Outputs ✅ Responsible AI Usage #AI #Anthropic #AIAutomation #BuildInPublic

@markproduct Hey Mark, im working and learning AI Automation , and will be great to connect with you !!

Hey founders, Looking to connect with people building in: - Saas - Tec - Automation - Ai tools - Web apps - Developer tools Drop what you're working on below 👇

DAY 12 of AI Automation journey 🤖 Today wasn't about building something new, it was about making an existing system not fail silently. github: lnkd.in/d5Jn8Xn5

Day 11 of my AI Automation journey. 🤖 I just published my first real portfolio project on GitHub: [github.com/armaankhantech] AI Lead CRM System , built with n8n, Ollama, PostgreSQL and Google Sheets. #Ai #Automation #Github #linkedln #twitter #n8n