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News Monitoring — release tracking

Tracking news and updates

description

AI filter highlights only official releases, benchmark updates and API changes from 20+ channels. Deduplication: one news item — one notification.

MTProto ingestion keyword scoring hash dedup AI semantic gate bot delivery 90% noise removed
01

The Problem

20+ channels with news and updates. Between official releases — hype, rumors, discussions. It's important not to miss key updates, but spending time filtering manually is expensive.

02

The Solution

Pipeline with AI filter highlights only official releases, benchmark updates and API changes. Deduplication: one news item — one notification, even if it was cross-posted by 10 channels. No hype, no rumors, no repeats.

03

How to set up

1. Connect your Telegram account. 2. Select news channels. 3. Set positive keywords (release, update, breaking, deprecated). 4. Add negative ones (hype words, opinions). 5. Enable AI validator for semantic filtering.

04

The Result

Only official updates. One news item — one notification. No noise and no repeats. You're always aware of key changes without information overload.

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