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Auto-Updating AI Expert Using Telegram Channels and NotebookLM

https://www.junctionbot.io/articles/creating-a-self-updating-ai-expert-based-on-a-telegram-channel
1•astuteficus•7h ago

Comments

astuteficus•7h ago
We've been working on a way to turn Telegram channels into an auto-updating knowledge base for AI research tools like NotebookLM. The idea is to get specific, deep answers by tapping into expert discussions without the constant manual effort of exporting and updating data.

This builds on the concept of using AI to structure and analyze information from Telegram channels, effectively "learning" from experts you follow. The goal is an AI that operates on specific, current, and deep knowledge rather than just generalized data. While one approach involves manual periodical exports for the expert’s Telegram channels, we aimed to automate this.

How it Works (MVP with Junction Bot): Our tool, Junction Bot, has been around since 2017 for Telegram automation (content aggregation, filtering, etc.) and is used by over 17,000 people monthly. We've extended it for this use case: - Collect from Telegram: Point Junction Bot at expert Telegram channels (public, or private if you connect your account). It can copy existing message history and then automatically fetch new messages. For this AI expert scenario, you'd typically focus on text content. - Auto-Sync to Google Docs: The bot automatically transfers the collected content into Google Docs. These documents act as a continuously updated knowledge base. If a document hits Google's size limit, a new one is created. - Feed to NotebookLM: Use these Google Docs as sources in NotebookLM. You're providing the LLM with a rich, specific, and current context. You can also add your own internal business documents as sources.

What You Get: An AI assistant that provides qualitatively different, deeper, and more current answers based on the curated expert content. This transforms the AI into a partner that helps extract insights and make decisions based on professionals you trust, automatically staying updated with their latest articles. We use it to do business analysis, feeding it also with internal company documentation.

Current Status & Call for Feedback: This is an MVP for this specific scenario, built within the broader Junction Bot product. It's experimental, and we're keen to hear if this approach is useful.

Disclaimer: Junction Bot is a paid tool (basic plan is €3/mo, full GDocs automation from €12/mo), with a free trial available.

We're exploring this application actively. Please share your thoughts and experiences if you try it!

Finland warms up the largest sand battery, the economics look appealing

https://techcrunch.com/2025/06/16/finland-warms-up-the-worlds-largest-sand-battery-and-the-economics-look-appealing/
1•pseudolus•52s ago•0 comments

C2y: Hitting the Ground Running

https://thephd.dev/c2y-hitting-the-ground-running
1•thunderbong•2m ago•0 comments

LiveCodeBench Pro: How Olympiad Medalists Judge LLMs in Competitive Programming

https://livecodebenchpro.com/
1•rngrngrng•2m ago•1 comments

Show HN: Sexprs – Lisp dialect written in Rust

https://github.com/gabrielfalcao/sexprs
1•gfalcao•5m ago•0 comments

National parks ordered to police 'negative' history under presidential directive

https://www.sfgate.com/california-parks/article/national-parks-negative-history-trump-20343308.php
2•anigbrowl•9m ago•0 comments

What's New in Git 2.50.0?

https://about.gitlab.com/blog/what-s-new-in-git-2-50-0/
1•soheilpro•12m ago•0 comments

Proposal for a New Finder Icon

https://www.dgriffinjones.com/extraordinary/proposal-for-a-new-finder-icon.html
1•soheilpro•13m ago•0 comments

Intel will lay off 15% to 20% of its factory workers, memo says

https://www.oregonlive.com/silicon-forest/2025/06/intel-will-lay-off-15-to-20-of-its-factory-workers-memo-says.html
3•toomuchtodo•15m ago•1 comments

vibetunnel - turn any browser into a terminal and command your agents on the go

https://github.com/amantus-ai/vibetunnel
4•steipete•15m ago•0 comments

Relevanceai

https://relevanceai.com
1•handfuloflight•17m ago•0 comments

Show HN: Langtype – Practice timed translation typing in multiple languages

https://langtype.vercel.app/
1•sirbraavos•18m ago•0 comments

The Jumping Frenchmen of Maine

https://www.amusingplanet.com/2025/06/the-jumping-frenchmen-of-maine.html
1•bookofjoe•18m ago•0 comments

Plant Futures

https://plantfutures.io/
2•gmays•24m ago•0 comments

How to Tell If You're an Adrenaline Junkie

https://www.healthline.com/health/adrenaline-junkie
1•squircle•28m ago•0 comments

Reasons you should give up alcohol if you're recovering from an injury

https://theconversation.com/five-reasons-you-should-give-up-alcohol-if-youre-recovering-from-an-injury-257194
2•gnabgib•33m ago•1 comments

The Humble Programmer (1972)

https://www.cs.utexas.edu/~EWD/transcriptions/EWD03xx/EWD340.html
2•squircle•39m ago•0 comments

TIL: AI. Thoughts on AI

https://cocoaphony.micro.blog/2025/06/16/tilai-thoughts-on-ai.html
1•todsacerdoti•45m ago•0 comments

Selfish reasons for building accessible UIs

https://nolanlawson.com/2025/06/16/selfish-reasons-for-building-accessible-uis/
3•feross•48m ago•0 comments

Show HN: Bolt Automations – Save Tokens and Time on Bolt.new

https://github.com/kstonekuan/bolt-automations-browser-extension
1•kstonekuan•51m ago•0 comments

Sunrise, sunset, dawn and dusk times around the World

https://www.gaisma.com/en/
1•amadeuspagel•55m ago•0 comments

Show HN: Integrated Predictive Workspace Theory

https://github.com/dmf-archive/IPWT
2•NetRunnerSu•58m ago•0 comments

Laravel Nightwatch

https://blog.laravel.com/announcing-laravel-nightwatch
3•gmays•1h ago•0 comments

Ask HN: How to Deal with a Bad Manager?

15•finik_throwaway•1h ago•11 comments

Abbott signs law permitting use of fracking wastewater in agriculture

https://www.wfaa.com/article/news/local/abbott-signs-law-permitting-use-of-fracking-wastewater/287-89df9861-29c7-4faa-b658-d651f94013ae
6•ceejayoz•1h ago•5 comments

'hikikomori' shut-ins 'start to have dreams for the future'

https://www.japantimes.co.jp/life/2025/05/31/lifestyle/hikikomori-shut-ins-rehabilitation-nagano/
1•PaulHoule•1h ago•0 comments

Show HN: Lynk – Real-time and daily app updates via websockets (macOS, no SDKs)

https://github.com/Shaileshsaravanan/lynk
5•ssh_shailesh•1h ago•4 comments

Social media now main source of news in US, research suggests

https://www.bbc.com/news/articles/c93lzyxkklpo
6•dabinat•1h ago•0 comments

I reverse-engineered Google Flights for a natural language flight search engine

https://hyikko.com
2•mtnrabi•1h ago•1 comments

Operator Parenthesizer

https://gcrois.github.io/PrecedenceParse/
1•mooreds•1h ago•0 comments

Please don't resize our windows

https://oliverkwebb.github.io/do-not-resize/
5•oliverkwebb•1h ago•1 comments