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10 contributions to AI Automation Society
Need some real advice from devs whoโ€™ve built real estate automations
Hey everyone, Iโ€™m working with a real estate developer client and building out a workflow that automates a big chunk of their process. Itโ€™s a lot of API integrations, pulling all the lot data into a Google Sheet, updating it every few hours, plus gathering agent info and connecting it all so it actually becomes actionable. I want to make sure Iโ€™m thinking about the architecture correctly before I scale this out. If anyone here has experience with: โ€ข Real estate data APIs โ€ข Multi-step automations (n8n, Make, custom webhook logic, etc.) โ€ข Structuring data for lead routing โ€ข Pricing automation setups for developers โ€ฆthen I would love your input. Especially on: 1. How youโ€™d approach pulling + syncing reliable agent details 2. Keeping everything clean and deduped 3. What a fair setup fee + monthly retainer looks like for this type of automation If youโ€™re open to sharing wisdom or hopping on a quick call, Iโ€™d massively appreciate it. Trying to do this right the first time. Thanks in advance!
Dan Martell just dropped a warning โ€” and itโ€™s hitting hard
He said many entrepreneurs are using systems built for a different era. Systems that donโ€™t work anymore. Systems thatโ€™ll kill you by 2026 if you donโ€™t evolve. The weird part? Those systems once made sense. They got results. But the world changed. Business changed. Expectations changed. And the people who didnโ€™t notice kept fighting the same fights โ€” long hours, manual work, slow growth. Yesterdayโ€™s winners are todayโ€™s laggards. Right now, thereโ€™s a sneak-divide forming: - A group embracing AI, automation, speed, leverage. - Another group stuck in โ€œold-school grind mode,โ€ hoping consistency and hustle alone will save them. - Danโ€™s message is simple: If you want to survive in 2026โ€ฆ you donโ€™t โ€œupgrade later.โ€ You upgrade now. Me? Iโ€™m picking sides. I choose leverage. I choose tools that let me build fast, think fast, ship fast. I choose growth โ€” not busywork. If youโ€™re with me โ€” whatโ€™s one task youโ€™ll automate this week to get ahead?
0 likes โ€ข 8d
@Kevin troy Lumandas Love the energy here. Let's keep going ๐Ÿ”ฅ
primary key not priming with supabase
let me explain haha the column transcript_id is the primary key of this tablel, but still i am able to add it twice so the function isn't activated any idea what to do ? thanks
primary key not priming with supabase
0 likes โ€ข 8d
Maybe, try disabling the primary key, save it and enable it again, hit save and maybe supabase will update it properly this time.
๐Ÿš€ Antigravity: Googleโ€™s move to reinvent how we build with AI
Iโ€™ve been playing with ๐—”๐—ป๐˜๐—ถ๐—ด๐—ฟ๐—ฎ๐˜ƒ๐—ถ๐˜๐˜†, Googleโ€™s new IDE, and wowโ€ฆ this is not โ€œjust another editor.โ€ You can feel itโ€™s built from scratch with AI as the main character, not a plugin. Itโ€™s available from day one on macOS, Windows and Linux, completely free during the beta, and tied to your Google account. Pretty clear sign that later theyโ€™ll merge limits/pricing with Gemini plans โ€” so now is the moment to use it without fear. The best part: you get ๐—š๐—ฒ๐—บ๐—ถ๐—ป๐—ถ ๐Ÿฏ ๐—ฃ๐—ฟ๐—ผ, ๐—–๐—น๐—ฎ๐˜‚๐—ฑ๐—ฒ ๐—ฆ๐—ผ๐—ป๐—ป๐—ฒ๐˜ ๐Ÿฐ.๐Ÿฑ, and a GPT-compatible model. Supercharged autocomplete, unlimited commands, and this weirdly smooth workflow where the IDE feels like it has your back the whole time. ๐Ÿงช ๐—ง๐—ต๐—ฒ ๐—ฃ๐—น๐—ฎ๐˜†๐—ด๐—ฟ๐—ผ๐˜‚๐—ป๐—ฑ: ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ ๐—ฝ๐—ฟ๐—ผ๐—ท๐—ฒ๐—ฐ๐˜๐˜€ ๐˜„๐—ถ๐˜๐—ต๐—ผ๐˜‚๐˜ ๐˜๐—ผ๐˜‚๐—ฐ๐—ต๐—ถ๐—ป๐—ด ๐—ณ๐—ผ๐—น๐—ฑ๐—ฒ๐—ฟ๐˜€ This one is wild. Antigravity includes a โ€œPlaygroundโ€ โ€” basically a lab โ€” where you just explain what you want to build and it generates a step-by-step plan. - The agent does everything: - sets up the structure - installs dependencies - generates code - documents the process - and lets you review & tweak every step And yes, you can have multiple agents working in parallel. One creates a new project, another improves a landing page, another fixes bugs, all neatly tracked in the Agent Manager. ๐Ÿ‘‰ It flips the old dynamic of โ€œI code and AI helps me.โ€ Now itโ€™s โ€œAI builds and you steer the project.โ€ ๐Ÿ‘จโ€๐Ÿณ ๐—” โ€œ๐—–๐—ต๐—ฒ๐—ณโ€ ๐—ฐ๐—ต๐—ฎ๐˜๐—ฏ๐—ผ๐˜ ๐—ฐ๐—ผ๐—ป๐—ป๐—ฒ๐—ฐ๐˜๐—ฒ๐—ฑ ๐˜๐—ผ ๐—ป๐Ÿด๐—ป In the demo, they build a recipe app with a โ€œChefโ€ chatbot and connect it to ๐—ป๐Ÿด๐—ป via a webhook. The flow is simple: Antigravity โ†’ POST โ†’ n8n webhook โ†’ AI processes โ†’ response goes back โ†’ shown in the chat. Done. - Inside n8n you configure: - the user message - the system message (the chefโ€™s instructions) - memory - and a Respond to Webhook node to send the answer back ๐Ÿ‘‰ With just a few nodes, Antigravity + n8n turns a text box into a fully functioning recipe chatbot. ๐Ÿ“š ๐—ฅ๐—ฒ๐—ฐ๐—ถ๐—ฝ๐—ฒ ๐—ฅ๐—”๐—š + ๐—ถ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ฒ๐—ฑ ๐—ฏ๐—ฟ๐—ผ๐˜„๐˜€๐—ฒ๐—ฟ To avoid the Chef โ€œhallucinatingโ€ dishes like a sleep-deprived contestant on MasterChef, they set up a small ๐—ฅ๐—”๐—š ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ using n8n + Google Drive + Supabase.
๐Ÿš€ Antigravity: Googleโ€™s move to reinvent how we build with AI
3 likes โ€ข 8d
I'm so excited to try this! Thanks for sharing this @Joan Marquez
๐Ÿ›‘ Honest talk: Is anyone else suffering from "Shiny Object Syndrome"?
One day Iโ€™m 100% focused on outbound lead gen. The next day I see a video on YouTube about AI Influencers and I lose 6 hours researching that. Then I switch to building internal tools. I feel like Iโ€™m building 10 bridges halfway instead of 1 bridge all the way across. Question for the veterans in the group: How do you structure your week to balance Learning vs. Building vs. Outreach? I need to lock in. Any productivity frameworks that worked for you guys?
0 likes โ€ข 8d
Focus isn't a mindset. Itโ€™s filtering out everything thatโ€™s noiseโ€ฆ aka anything that doesnโ€™t directly propels you towards achieving your goals. And here's the thing I really live by that could potentially help you too: If it doesnโ€™t get me closer to my goals, itโ€™s procrastination. Even if it feels productive. Even if it involves AI. Even if YouTube swears itโ€™s the next billion-dollar thing. That's the rule. Period.
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@neha-lalwani-2121
Turning ideas into algorithms and profits. "The magic you're looking for is in the work you're avoiding." ~ unknown

Active 21h ago
Joined Nov 25, 2025
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