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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WhaleStalker

· 12-13 03:30

Ha, this idea really hits the pain point. Being flooded with bombarding information every day is truly overwhelming. Wait, how's the stability of this system? Isn't there a rate limit on the API KEY? There are already many bots on TG doing this, why bother building your own? Using Claude for this feels a bit like using a sledgehammer to crack a nut. Alpha information should be mined by ourselves; relying solely on tools to compile might cause us to miss details. How to ensure the accuracy of summaries? After all, AI-generated content can sometimes be chaotic. There are ready-made paid solutions; writing and maintaining your own code might be more troublesome. Hey, I need to take a good look at this. Finally, someone thought of this area.

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PortfolioAlert

· 12-13 01:15

Bro, this idea is pretty good, saves me from flipping through more than ten channels every day. Indeed, the information is too scattered, manual sorting is too exhausting. Is the API KEY running stably locally? Will it be flagged or controlled? You need to try it out properly; finally, someone is doing this. It's a bit interesting, just worried it might be another semi-finished tool.

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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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