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Daily AI Digest

Hundreds of sources → one list of important findings

A robot passes many messages through a filter and collects one useful digest

In short

Valuable tools and cases get lost in the flood of channels and chats, and manual browsing again consumes the morning.

Outcome

The pipeline collects new items since the last successful run, filters out noise, and sends one structured digest with original sources.

How the automation runs

Trigger

Daily schedule or manual launch after a missed day

Automation steps

  1. Downloads new messages from selected channels and chats
  2. Filters out short noise, greetings, and repetitions without new substance
  3. Extracts tools, repositories, cases, links, and applicable ideas
  4. Groups findings and sends one digest with original sources

Human check

A person changes the list of sources and decides which findings to implement; the pipeline does not publish anything or run automatically.

Outcome

The pipeline collects new items since the last successful run, filters out noise, and sends one structured digest with original sources.

Automation diagram

The overall logic is public
Input
TriggerDaily schedule or manual launch after a missed day
System
Step 1Downloads new messages from selected channels and chats
System
Step 2Filters out short noise, greetings, and repetitions without new substance
System
Step 3Extracts tools, repositories, cases, links, and applicable ideas
System
Step 4Groups findings and sends one digest with original sources
Human
Human controlA person changes the list of sources and decides which findings to implement; the pipeline does not publish anything or run automatically.
Outcome
Observable outcomeThe pipeline collects new items since the last successful run, filters out noise, and sends one structured digest with original sources.

Using it

When to use it

There are already more sources than time to read, but missing rare useful tools and cases is not an option.

How to verify

The digest contains links to original messages, a repeat run does not duplicate findings, and a missed window is caught up from the last success.

Tools

tdlgemini clicodex clipythontelegramlaunchd

Recipe details

Time2–3 eveningsDifficulty3 of 5Steps5Prerequisites3
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