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45 contributions to AI Automation Society
This cheat sheet lives on my wall now 😍
Honestly I kept forgetting the folder structure, the hook events, where mcp.json goes Finally someone laid it all out on one page Saved it, printed it, done If you're building with Claude Code and don't have this pinned somewhere you're making it harder than it needs to be :)
This cheat sheet lives on my wall now 😍
0 likes β€’ 23h
thanks @Nigel Vargas enjoy itπŸ‘Œ
1 like β€’ 5h
@Just Ken Ha good catch Ken, eagle eyes definitely not a test... just proof it was made at 2am πŸ˜…
GOOD DAY FOR EVERYONEπŸ€—
Hope everyone’s having a productive day πŸ‘Š What’s one thing you’re working on right now?
1 like β€’ 1d
@Esayas Tesfaye Thanks man! The timing piece is where it gets interesting.. I'm using signal scoring to decide whether a lead gets a nudge or gets left to cool. Things like email opens, link clicks, days since last touch. Early days but already seeing better reply rates than just blasting follow-ups on a fixed schedule. What signals are you using to qualify your leads on the auto-reply side?
0 likes β€’ 5h
@Esayas Tesfaye email opens and link clicks in the last 48 hours.. matters way more than budget or location since those are static. Behavioral data tells you when to reach out, which is the whole game with follow-ups 😁
7-Day Challenge Meet the Builders
I've started working my way through the 7-Day Challenge in the Classroom - Just got a first draft of a landing page re-design done which is amazing! I had what seemed like every issue in the "book" come up... I didn't have Git installed, then didn't have node installed, then there were some issues with VS Code and Claude working together nicely... but I'm learning that the way to be successful is to keep bashing my head against every challenge until the challenge gives way! QUESTION: There's a step for Day 1 that says: Meet the Builders Community Introduce yourself in the community thread. Share what you're hoping to build, your experience level, and what brought you here. You'll see other builders doing the same β€” these are the people you'll be sharing your work with over the next 7 days. Is the Meet the Builders Community a separate thing in this group? Or, does that just mean to post to the General Discussion?
1 like β€’ 1d
@Mark Lyne Medicare/health insurance is a great niche for this. Those agencies live and die by lead capture so a solid landing page is a real deliverable, not just practice. Keep iterating on it, that could easily become a case study you use to land more clients in that space
0 likes β€’ 23h
@Mark Lyne That's the move. Two sellable services from one challenge is solid
πŸš€New Video: Claude Just Told Us to Stop Using Their Best Model
Anthropic just released the advisor strategy, and it's a big deal for anyone building with Claude. Instead of running every task through Opus, you can pair it as an advisor with a cheaper model like Sonnet or Haiku doing the actual work. In this video I built a dashboard to test how it performs across easy, medium, and hard prompts, and I also show you how to use the same idea inside Claude Code with opus plan mode to stretch your session limit further. GITHUB REPO
0 likes β€’ 1d
The opus plan trick in Claude Code is a game changer. I've been burning through my session limit way too fast running everything on Opus. Switching to plan mode for the thinking and letting Sonnet handle execution is basically the advisor strategy but for your wallet. Appreciate you breaking down the API side too, that cost calculator demo makes the ROI impossible to ignore
Free vs paid APIs? πŸ€”
Hey everyone! πŸ‘‹ Quick question that's been confusing me β€” and I'm sure I'm not the only one... When do you actually have to PAY for an API β€” and when don't you? πŸ’Έ Here's what got me confused: LLM APIs like Claude or OpenAI are paid, but something like the Telegram API is completely free. Why?! After digging into it, here's how I now think about it πŸ‘‡ πŸ’Έ You PAY when the API is doing something computationally heavy just for you β€” like running a massive AI model to process your text. That's why LLMs charge per token. βœ… You DON'T pay when you're just plugging into an existing platform's infrastructure β€” like Telegram, Google Calendar or Notion. They already run those servers for their users. You're just hooking in. 🧠 The rule I use now: is this API doing something expensive specifically for my request β€” or just giving me access to something that already exists? --- ⚑ To make it concrete, here are some real automations I'm thinking about building for small businesses and professionals: πŸ›οΈ Law firm β€” AI agent that reads client emails, spots the legal issue, drafts a first reply. β†’ Paid: Claude API | Free: Gmail + Google Calendar πŸ“Š Accountant β€” bot that receives invoices on WhatsApp, reads the data, logs it into a spreadsheet automatically. β†’ Paid: vision/OCR model | Free: WhatsApp Business + Google Sheets 🏠 Real estate β€” 24/7 Telegram agent answering buyer questions and booking viewings. β†’ Paid: Claude or OpenAI | Free: Telegram + Calendly πŸ›’ E-commerce β€” automated support handling returns and order status with zero human involvement. β†’ Paid: LLM API | Free: Shopify + Gmail webhooks 🎯 Marketing agency β€” agent that turns a client brief into copy, social posts and email sequences. β†’ Paid: Claude API | Free: Notion + Google Docs --- πŸ“Š For context β€” LLM API costs for these automations usually land between €5–30/month per client. Totally manageable once you factor it into your pricing. Would love to hear from people with more experience πŸ™ β€” How do you handle API costs with clients? Absorb them or pass them on?
Free vs paid APIs? πŸ€”
3 likes β€’ 2d
Short answer, free APIs work fine for learning and prototyping. The second you're processing real client data or need reliability (uptime, rate limits, speed), you pay. The actual cost is usually trivial, most AI API calls are fractions of a cent. I spend maybe $3-5/month on API calls for automations that save hours. Don't let the "paid" part scare you off.
1 like β€’ 1d
@Bekezela Ndlovu Yeah that's the trap. Free tiers exist on almost every major API specifically so you can prove the concept first. Build it, show it works, then the paid tier is a no-brainer because you already know the ROI
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@david-barroso-2714
Turning simple ideas into systems that compound over time

Active 17m ago
Joined Apr 3, 2026
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London
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