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14h •
RecapFlow : Avril 28th Coaching call analysis
📝 SUMMARY Patrick Chouinard led this week's call featuring deep dives into member projects including a sophisticated RAG pipeline for community transcripts, a real-time personal intelligence system aggregating wearable data, and a military association membership platform. The session centered on multi-model development workflows, practical authentication strategies for small systems, and the critical importance of visual polish when demoing to non-technical customers. 💡 KEY INSIGHTS Multi-model workflows significantly improve output quality by reducing bias. Use Claude for architecture and ideation, Codex for creation and adversarial review, and Gemini for research. Each model catches the others' blind spots. For RAG systems processing conversational transcripts, standard chunking fails because topics start and stop non-linearly. Heavy pre-processing including topic re-aggregation and signal extraction delivers 99.9% of the value, not the embedding itself. Adding a three-sentence personality block to your Claude.md or agent.md files makes AI assistants push back on bad ideas with wit, dramatically improving user retention of feedback compared to corporate-sounding responses. When demoing to non-technical customers, visual polish matters more than backend scaffolding. These users will fixate on aesthetics and miss architectural value if the interface looks unfinished. For small closed systems with invited users, OTP or magic-link login is preferable to passwords. Users forget passwords constantly, and since you already verified their email during invitation, the magic link is both simpler and more secure. Use a dedicated email provider like Resend rather than Supabase's built-in email to avoid throttling delays. Google Cloud Platform's developer-centric complexity is actually advantageous when using AI agents like Claude or Codex to handle CLI commands, sidestepping the UX problems humans face. Adversarial code review using a different model finds bugs that same-model review misses. Using Codex to attempt to break code produced by Claude, then feeding findings back to Claude in a loop, is an effective finishing step.
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Mar '24 •
🚀 Welcome to AI Developer Accelerator (Start Here)
👋 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!
5d •
AI Developer Accelerator — Coaching Call - April 28th
Last week Brandon burned through $120 in Claude credits in 30 minutes while proving the "SaaSpocalypse" is real—rebuilding a $20 SaaS in under an hour and making everyone panic about their lack of moats. If you missed the chaos, you missed the survival guide for what happens when AI makes code trivial to replicate. 📞 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. We've got some delicious follow-ups brewing: Ty is running his ShipSafe security scanner against Morgan's catio site (cybersecurity meets cat patios), Patrick is polishing that elegant multi-model pipeline for open source release, and Tiran is stripping his landing page down to a single address input. Perfect time to jump back in if you want to see how the experiments land. 🔗 ZOOM LINK (save this) https://us06web.zoom.us/j/81995207847?pwd=Xe6u6LmIQOmCP5VTnOwWYjDBfZNKGB.1 📅 WHEN Tuesday April 28th at 6PM ET Looking forward to seeing you on the call!
4d •
Botsd, Bots and more bots
To the @admins. Appologies, but I have just reported about 10 bots in need of a band and delete posts ( bearing in mind none of them have made any posts) All 10 7 day leader board entries are bots, 9 out of the 10, 30 day leader board entries are bots. @Brandon Hancock Wen you get a minute can you turn on some of the following 1. Tighten Membership Approval - Disable Instant Membership Approval: Change your settings to manual approval. This allows you to inspect profiles before they join. Go to Settings > Plugins > Instant membership approval: OFF. - Enable Membership Questions: Require new members to answer questions about their bio, location, or intent. If they fail to answer or provide spammy answers, ban them immediately. - Check for "High Risk" Flags: Look for the "high risk" spam warning in new membership requests, a feature Skool introduced to identify suspicious accounts early. 2. Restrict Activity & Content - Raise Required Levels for Posting: Stop bots from spamming the community feed to earn points. Restrict posting to Level 2 or 3. This forces them to earn points through organic engagement rather than spam. - Set Chat Restrictions: Limit direct messages to a higher level (e.g., Level 3 or 4) to protect members from spam DMs, which is a common tactic for bots. - Use the New AutoMod: Utilize Skool's spam detection system to auto-flag suspicious content and quarantine spam accounts without needing manual review. 3. Active Moderation and Cleanup - Ban and Delete Activity: If a bot gets through and posts, use the Ban and Delete Last 7 Days of Activity feature. This removes them and all their spam posts instantly. - Report Profiles: Report spammers to Skool’s moderation team so they can be removed from the platform entirely, preventing them from jumping to other communities. - Enforce Community Rules: Clearly state in your community guidelines that point farming or unsolicited DMs will lead to an immediate ban.
14d •
RecapFlow : Avril 14th Coaching call analysis
📝 SUMMARY This week's call covered a wide range of practical topics for builders and consultants. Highlights included a deep discussion on Microsoft Copilot Studio versus Azure Foundry for enterprise agent deployment, the shift in software development toward AI-directed workflows, and strategies for identifying the right AI use case with clients. Members shared real project updates across government tender scraping, event management, cemetery software, and ERP systems. The call also celebrated Elijah and his son winning the Ohio Presidential AI Challenge, and Patrick teased an upcoming open-source community intelligence project. 💡 KEY INSIGHTS Copilot Studio is fine for a version-one proof of concept but is not a long-term investment. Azure Foundry offers more model options, more connectors, and a more viable path for serious enterprise agent development. Plan to start in Copilot Studio and migrate. Anthropic and Microsoft are deepening their partnership. Claude is now integrated into Copilot desktop, Excel, PowerPoint, Word, and CoWork. Anthropic's managed agent framework entering the Microsoft ecosystem could significantly change what enterprise agents can do. Google Enterprise is not what you expect. Gemini Pro and Notebook LM are excellent in the consumer tier, but enterprise versions are heavily restricted. Notebook LM Enterprise cannot natively create Google Docs and outputs Markdown via a workaround script instead. The Microsoft M365 connector is now a full integration, covering email, calendar, Teams, and SharePoint in a single connector — a meaningful upgrade for enterprise context retrieval. Tiered model architecture is the cost-effective pattern. Not every task needs peak intelligence. Using cheaper models like Codex for routine work alongside more capable models for complex reasoning is the emerging standard. Local LLMs are worth preparing for now. Running models locally via tools like Proxmox reduces cost and cloud dependency for high-volume or sensitive workloads.
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