Last week we watched a $6 AI avatar video, a six-day autonomous "Fable" run, and a Rust-based Adobe Fireworks clone — and somehow the biggest debate was whether one "monster" machine beats a cluster of smaller Proxmox nodes. (Patrick says: get a hybrid NAS and scale out.) If you missed it, you missed a lot — so let's make this week even better. 📞 HOW THE CALLS WORK The calls can run 2+ hours. We want to make sure we're respecting everyone's time. Especially those of you who actually show up. Here's the structure: 👉 Reply to this post with your questions before the call 👉 If you submit a question and you're on the call, you go first 👉 We work through questions in the order they came in 👉 Then we open it up for everyone else If you can't make the call but want your question answered, drop it in the comments. We'll get to it. But priority goes to people who are there. The goal is simple: if you're taking the time to show up, you shouldn't have to wait behind questions from people who aren't even on the call. Plenty of threads still open from last week: Brandon's digging into "Potato"-style smaller PR techniques and a possible second Claude subscription, Paul's sharing his Blacksmith CI results after jumping ship from GitHub Actions, and Scott's still weighing whether Stack Sentinel becomes a SaaS (liability questions pending). If any of that sparks a question — or you've got your own — drop it below and we'll dig in together. 🔗 ZOOM LINK (save this) https://us06web.zoom.us/j/81995207847?pwd=Xe6u6LmIQOmCP5VTnOwWYjDBfZNKGB.1 📅 WHEN Tuesday November 3rd at 6PM ET Looking forward to seeing you on the call!

📝 SUMMARY This week's call packed an unusually wide range of member updates into one session. After some casual catch-up — including token-spend jokes and members comparing personal AI assistants like "Dot," "Hermes," and the newly-released "Duet" — Brandon Hancock led an extended infrastructure discussion on scaling parallel AI coding work-trees, covering compute, storage, and CI/CD cost bottlenecks (~$600/month in GitHub Actions) and trading ideas with Patrick Chouinard on NAS-based shared storage, multiple smaller Proxmox nodes, and hybrid NVMe-plus-spindle designs. The middle of the call turned into show-and-tell, with Patrick sharing an internal Claude "support skill" pipeline (97% opt-in in two weeks), a six-day autonomous "Fable" run, and a ~$6 AI avatar training video; Ty Wells, Paul Miller, Scott Rippey, and Juan Torres each demoed projects ranging from a Rust-based Adobe Fireworks clone to a "Stack Sentinel" monitoring app and a photo-booth AI image pipeline. Later segments covered Ryan C's rebuilt digital-signage business, Shakur Abdullah's CRM rebuild and FOIA/public-records workflow, a tip on reverse-engineering SaaS tools via GitHub, and a philosophical thread on AI-driven code review, before Brandon closed with an update that his company remains pre-revenue, awaiting acquisition or investment. 💡 KEY INSIGHTS Patrick Chouinard reported extreme token usage polarization among go-live users. He recommended separating storage on a shared NAS from compute on multiple smaller nodes rather than using one "monster" machine. Patrick built a FinOps dashboard spanning Claude, Codex, OpenAI API, Wavespeed, Tavily, 11Labs, FireCrawl, and GitHub. Patrick's agents use a base personality prompt nicknamed "Clara" and store API keys on a physical secret-manager server. Patrick uses Sonnet 5.5 for heavy transcript ingestion and GLM 5.3 Flash for cheap bulk chunk-processing. Brandon Hancock uses "Dot" as a co-pilot for managing GitHub issues, travel booking, and cancelling unused subscriptions.

👋 Hey there! Ready to supercharge your dev skills with AI? You're in the right place. Watch the intro video below for a walkthrough of our community and a peek at our AI-enhanced future. 🛠 CLASSROOMS: - Full Stack Development with AI: Where code meets cognition. Sharpen your skills and build AI-- powered apps. - CrewAI: Your squad for all things AI. Share ideas, collaborate on projects, and celebrate successes together. - Code Bugs & Project Issues: Debug like a pro. Get help on tricky bugs and offer your wisdom to others. - Monetize Your AI Dev Skills: From AI code to income: Collaborate, innovate, and monetize your dev skills! - YouTube Tutorial Requests: Please let me know what you want to learn more about when it comes to Fullstack Developement and AI. 📜 RULES: - Promotions are a no-no. Let's keep the focus on learning and growing. - We appreciate quality contributions. Enhance your posts with visuals and use ChatGPT for refining your content. - No talking about politics or religion. Go to X if you want to talk about that. - See something off? Help us maintain the community spirit by reporting any issues to me. 🥇 FIRST STEP: Introduce yourself with a post about your AI journey and what you're working on in the General Discussion group. **Bonus points for sharing a screenshot of your current app!** 🎯 ACTIONS: Be proactive, engage in discussions, and collaborate on group projects. 👩‍💻👨‍💻 Let's code, innovate, and thrive together!