ThinkLessX is an intent-aware Telegram AI bot designed to eliminate decision debt. Instead of overwhelming users with summaries or suggestions, it converts incoming messages, documents, and media into clear next actions.
This project demonstrates a real-world, production-grade n8n automation that combines:
- multi-source text extraction
- AI-powered text unification
- intent & sentiment detection
- decision-first responses delivered directly on Telegram
🔗 Bot Link: https://t.me/ThinkLessX_bot
Note: This bot is running on a locally self-hosted n8n setup (not a VPS). Since it relies on HTTPS tunneling for external access, the bot may not always be online.
If you test the bot and it’s inactive, please notify me via LinkedIn only, and I’ll bring it online for you 😊 Your feedback and testing support are highly appreciated.
📬 Contact:
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Listens to incoming Telegram messages (text, images, PDFs, files)
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Automatically detects the input type
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Extracts readable text from:
- images (OCR)
- PDFs
- TXT files
- raw messages
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Cleans and unifies text into a single coherent block
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Understands intent, sentiment, and urgency
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Decides what the user should do next:
- Act now
- Store for reference
- Defer
- Ignore
- Think later
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Sends a clear, human-friendly reply back to the user
No dashboards. No task lists. Just decisions, closed.
Telegram Message
↓
Input Type Router
↓
Multi-Source Text Extraction Engine
↓
Text Unification Engine
↓
Intent & Decision Engine
↓
Telegram Decision Reply
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n8n – Workflow orchestration & automation
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Telegram Bot API – User interaction layer
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OCR API – Text extraction from images
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PDF/Text Extractors – Document processing
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LLMs (Local or Cloud) –
- Text Unification Agent
- Intent & Decision Agent
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Cohere / Local LLaMA – Decision reasoning (pluggable)
This setup is fully modular and can run with local LLMs or cloud-based models.
ThinkLessX/
├── workflows/
│ └── ThinkLessX.json
│
├── prompts/
│ ├── text-unification-prompt.txt
│ └── decision-engine-prompt.txt
│
├── assets/
│ ├── workflow-diagram.png
│ └── bot-logo.png
│
├── README.md
└── LICENSE
- Clone this repository
- Import workflows into n8n
- Create and configure a Telegram Bot token
- Add API keys for OCR / LLM providers (or connect local LLMs)
- Update environment variables in n8n
- Activate the workflow
Once live, the bot immediately starts converting messages into decisions.
- 📄 Certificates & documents → Store for reference
- 📧 Joining letters & instructions → Act now
- 😤 Emotional messages → Clarify intent & guide next step
- 🔔 Notifications → Ignore or think later
- 🧠 Personal knowledge intake → Decision-first processing
This is ideal for:
- founders
- engineers
- students
- automation builders
- anyone overwhelmed by incoming information
If you’re working with n8n, AI workflows, automation, or local LLMs, feel free to connect.
🔗 This project is also featured on my LinkedIn Projects section.
Let’s build decision-first systems together.
This project is open for learning and inspiration. Please credit the author if you reuse or adapt significant parts of the workflow.