PoC
VResource | Resource AI
Personal Telegram news agent that aggregates sources, merges events, and sends only what matters.
Media / News intelligence
agents
news
telegram

Context
The team was monitoring hundreds of sources every day, but duplicates and noise were slowing down fact checking. They needed an agent that merges events, removes noise, and explains context quickly.
Solution
We built a Telegram news agent that collects sources, normalizes events, merges duplicates, and delivers personalized digests with threaded discussions.
Bot link: Open Resours AI in Telegram
What is inside
- ingestion from RSS, media outlets, and Telegram channels;
- normalization and event merge logic;
- scoring and decision: push, digest, or skip;
- profile learning from 👍/👎/🔕 reactions and chats;
- on-demand fact checks.
Results
- less noise and repetition;
- faster understanding of context;
- ready to scale sources and users.
Stack
- LLM + embeddings
- PostgreSQL + pgvector
- Redis queues
- Python
- Telegram API
Phases
Discovery → PoC
CTA
We can customize similar agents for your information landscape, sources, and fact-check rules.
Ready to discuss a similar project?
We will outline an implementation plan, risks, and timeline.
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