← Lab
🧠 Memories
RAGAIKnowledge 2026

Memories

AI Knowledge Base

RAG-powered knowledge system with auto-learning. Train AI on domain data, test with chat, and continuously improve — unknown questions get auto-captured for HR review and retraining.

Visit live site →

Memories is a personal second-brain. Save notes, expenses, sleep logs, meals, work entries — and ask anything later through Claude, ChatGPT, or Telegram. Built around an MCP server so any AI client can read and write your knowledge securely.

What you can do

  • Save anything (expenses, ideas, daily logs) in one place
  • Search/query in natural language across everything you’ve saved
  • Connect from Claude Desktop, Cursor, Cline, or our Telegram bot
  • Build category-aware reports (finance, health, work) automatically

Tech

Next.js + Postgres (Neon) + custom MCP server, deployed on Vercel and a Hostinger VPS.

Updates

What's shipping, what's fixed, what's next.

  1. Telegram bot is live

    Ask Memories anything from Telegram, in English or Burmese — answers come back in your language with the right data.

    You can now talk to your Memories knowledge base from Telegram. No app to install — just link your account once via Connect AI → Connect Telegram in the dashboard, and you’re set.

    What works today

    • Save anything — type “spent 200 baht on groceries” or “ate rice for lunch”, it gets saved to the right category
    • Ask anything — “how much did I spend this month?”, “နောက်ဆုံးဝယ်ခဲ့တဲ့ ကြက်ဥစျေးကဘယ်လောက်လည်း”, it queries your data and replies
    • Multilingual — write in Burmese, English, or both. Replies come back in your language.
    • Date-aware — “this month”, “last week”, “yesterday” map to the right ranges automatically

    Under the hood

    • Telegram → n8n workflow → OpenAI gpt-4o-mini as the agent
    • Tools: the existing BrainNote MCP server — same one Claude Desktop and Cursor connect to
    • Auth: short-lived JWT issued per Telegram chat, so each user only sees their own data

    Why this matters

    A big chunk of our users are in Myanmar where Claude Desktop and ChatGPT don’t work. Telegram is the dominant chat platform there and has no geo-block, so this gives Myanmar users full access to their second brain — same features, no VPN required.

    What’s next

    • /today, /week, /month shortcut commands
    • Voice messages (transcribe → save)
    • Daily summary push at end of day