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4 contributions to AI Automation Society
RE reactivation voice agent
anyone here working with real estate agents? i randomly ended up building a voice ai system for an independent agent that calls their old dead leads, qualifies them and books the interested ones back on the calendar automatically i don't really know the industry that well but from what i've picked up, agents care more about what makes them money than anything else — and this directly touches that not sure where to go with it from here honestly. but if you're already in that space and have agent relationships maybe there's something worth exploring together as I do believe it's something they'd want to try
RE reactivation voice agent
0 likes • 28d
@Gideon Austin I can do 11a Pacific Standard Time tomorrow (7p your time). That workv
0 likes • 28d
@Gideon Austin Call with Gideon/Andrew Wednesday, April 15 · 11:00 – 11:15am Time zone: America/Los_Angeles Google Meet joining info Video call link: https://meet.google.com/xir-rbzp-kkp Or dial: ‪(US) +1 401-594-2057‬ PIN: ‪454 248 745‬# More phone numbers: https://tel.meet/xir-rbzp-kkp?pin=7932216506974
Would you build a voice AI agent for this restaurant use case in 2026?
Hey everyone, I’d love to get your opinion on a real use case I’ve just been asked about. A friend of mine works in a restaurant and one of the biggest pain points is the amount of phone calls they receive. From Thursday to Sunday he can deal with them while he’s physically there working, but from Monday to Wednesday he still keeps getting calls, so in practice he never fully disconnects from the business. A big part of those calls are repetitive questions about the restaurant: opening hours, menu, prices, when they serve lunch or dinner, how bookings work, etc. Another big part is even more repetitive: people make a reservation online, receive the confirmation email, and then still call the restaurant just to double-check that the booking is confirmed. So I’m thinking this could be a strong real-world use case for a conversational voice agent as a first layer. The idea would be for the agent to handle FAQs, explain the basics of the restaurant, help with reservation confirmation, and only escalate when needed. I know there are already videos and resources in the community around voice AI, but I still wanted to post this because the AI space is moving so fast and every month new tools and better ways of building seem to appear. I thought it would be valuable to ask based on the current landscape and hear how more experienced builders here would approach it today. My main question is: does this sound like a good first real business case for a voice AI agent, or would you make the first version even simpler at the beginning? I’d also love to hear how you would scope version 1. Would you start only with FAQs and reservation confirmation, or would you include booking logic from day one? Would really appreciate any thoughts or suggestions.
0 likes • 29d
@Mario Chasco To @John Goostree point, you want to make sure that the SPR(Sparse Priming Representations) is written in a way that the bot sounds conversational and is able to be interrupted. The tech is getting so close but the real issue is that it is close enough to human-replicating that most humans expect it to be just like a human, which we know it is not(yet). My recommendation is to have it do very minimal tasks like answering the call and asking if a customer wants reservations. The more simple you can make the bot task, the higher success rate.
2 likes • 29d
@Alexander Fiedler chatbots are really hard to formulize as I was just explaining to @Mario Chasco that the overall adoption of talking with chatbots isnt here yet, thus most customers and prospects can frustrated or impatient with the bot. It is possible to build a great appointment setter as long as you make the tasks very simple and direct for the chatbot. If you are going to give it several capabilities(answering product/service questions, taking payments, setting appointments, etc), I recommend splitting the workflow into several connected agents that each handle one to two tasks each. Writing out a massive master prompt for one chatbot to handle is asking for issues and hallucinations.
VIBE coding help
yo guys im tryna learn vibe coding but really dont know where tò start. I have some concerns, mainly about security and database and backend. If someone know about this stuff PLS contact i want tò know how tò solve any problem by using Claude code. I answer only in private chat
1 like • 29d
Replit and Loveable are great places to start. Cursor and Claude COde are a little more advanced
🚀New Video: Claude Code + Paperclip Just Destroyed OpenClaw
In this video I walk through Paperclip, a free open-source tool that lets you build and run an entire company with AI agents. I set up a brand new company from scratch, show how the CEO agent hires engineers and delegates tasks, and break down how heartbeats, skills, routines, and budgets all work together. Whether you want to start a fully AI-run company or just automate a piece of your existing business, this covers everything you need to get going.
1 like • 29d
Awesome vid! THanks Nate
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@andrew-reville-7900
I am an AI consultant helping real estate and mortgage pros automate 40-50% of workflows in 30 days. I make AI accessible, scalable, and profitable.

Active 34m ago
Joined Jul 31, 2025
ENTP
Los Angeles, CA
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