2025-12-10 12:31:35

More and more people are running TG channels. What to do about information overload? Here's a practical tool idea:

Use Claude to build an automated summary system that can achieve:
• Batch fetch messages from any channel
• Automatically generate summaries based on the timeline
• One-click expand to view the full content
• Annotate the original source of each message

The technology stack is simple: prepare your Claude API KEY, and run it locally. It's especially suitable for those who need to track multiple project channels but don't have time to read through each message.

Such information aggregation tools will become a necessity, as various Alpha information is now scattered across different channels, and manual整理 is too labor-intensive.

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MidnightGenesis

· 12-10 12:59

The monitoring shows that this solution indeed addresses the pain points. From the code, Claude's token handling capability is sufficient to handle batch messages. The interesting part is that the true alpha is often hidden in the timestamps of those messages and contract changes, not in the summaries themselves.

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VirtualRichDream

· 12-10 12:45

This idea isn't bad, but the bunch of information in the TG channel is indeed annoying. The key is whether this set of tools is stable or not, and how the API calling costs are calculated. Damn, saving 50% of junk messages would be worth it. Using the Claude API for summarization might be a bit of a waste; GPT seems cheaper. It's a real necessity. I now subscribe to over ten channels and manually sort through the content every day, which is exhausting. This idea isn't new; someone has already created similar bots before. Forget it, I'll just choose the important channels to watch. Fully automatic filtering might miss some details. It would be perfect if it could automatically categorize by keywords.

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NestedFox

· 12-10 12:41

Emma, that's a brilliant move. Someone finally pinpointed the pain points of the information flow. Claude API integrated into the aggregation system? It should have been done this way a long time ago, saving me from spamming across a dozen channels looking for Alpha. Just worried that some beginners might not handle local deployment well, and the API costs also need to be calculated clearly.

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