TG-NEWS is the source pipeline behind mlllm.io.

What it does

• Collects candidate AI news signals from public sources and channel inputs.
• Groups candidates into story identities with domains, vendors, source trails, and media.
• Prepares one short brief and one expanded longform payload when longform exists.
• Hands site URLs back so Telegram can point readers to mlllm.io instead of Telegraph.

How it connects to the site

mlllm.io is the durable public surface. The site imports TG-NEWS story contracts, translates the approved phase-one languages, validates quality and SEO, builds static pages, and publishes verified URLs for readers, search engines, and LLM agents.

Public evidence

The public Telegram channel shows the live output. The project pages and topic pages describe the publication model without exposing private credentials, server paths, raw logs, or internal prompts.