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RecapFlow : September 15th Coaching call analysis
๐Ÿ“ SUMMARY This week's call packed a lot into two hours: deep dives from Patrick Chouinard on his Beacon/Clara research pipeline, Astra-driven website rebuild, and skill-management philosophy; a business-growth discussion with Juan Torres on his AI photo booth; Rod Morrison's return with questions on operationalizing agent workflows; a live demo of Ty Wells' interactive pitch app for his Bahamas ERP/CRM platform; and an introduction from new member Lisa Jetton. The second half turned into a rich round-robin on personal infrastructure โ€” Proxmox setups, T3 Code environments, multi-orchestrator stacks, and an open-source visual LLM project โ€” plus updates from Ryan C and Morgan. Beyond the specifics, the recurring theme (voiced by Patrick near the end) was that the group itself serves as a weekly "context upgrade": a fast-moving AI landscape is impossible for any one person to track alone, and this community is how we keep up. If you missed it live, the recaps below are worth your time. ๐Ÿ’ก KEY INSIGHTS Split your agent stack by concern: Patrick's "Beacon" does raw web research with zero personal context, then hands off to "Clara," which knows everything about him and turns it into a personalized morning briefing delivered via TTS/Discord. Archive everything your agents produce. Patrick keeps full transcripts + audio of every briefing so he can feed prior outputs back in and continuously improve โ€” a self-optimizing loop. Let agents run autonomously with a clear role. Patrick had Astra (acting as "lead of a dev team") dispatch sub-agents and run ~17 hours on a website rebuild, only checking in when needed. Heavy agent building burns tokens fast โ€” Patrick and Ty both blew through $200-tier subscriptions within a week. Budget for it. Turn your existing prompt templates into skills: decompose long templates into an "uber skill" that orchestrates sub-skills, add YAML frontmatter, and define which are callable vs slash commands. Keep a permanent, account-level tech stack definition so Claude and your agents stop recommending inconsistent tools and default to your approved stack.
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AI Developer Accelerator โ€” Coaching Call - September 15th
AI Developer Accelerator โ€” Coaching Call - September 15 VIEW RECORDING - 83 mins (No highlights) Meeting Purpose A weekly sync on AI projects, strategies, and development tools. Key Takeaways - Agentic Workflows Drive Efficiency: Custom agents (e.g., Patrick's "Beacon" news aggregator, Ty's "UI in reverse" code generator) are automating complex tasks, but this high-volume usage is rapidly consuming token limits. - Strategic Pivots for Revenue: Juan is shifting from development to sales for his AI photo booth, creating bespoke transformations for high-end venues to secure initial clients. - Operationalizing AI for Consulting: Rod is exploring a consulting product to help SMBs operationalize AI, focusing on creating custom skills and structured workflows to reduce token waste. - New Member Onboarding: Lisa, a full-stack engineer, joined to learn about agentic systems and is evaluating development harnesses like Hermes, T3 Stack, and PI. Topics Agentic Workflows & Token Management - Patrick's "Beacon" News Aggregator: - Workflow: "Beacon" (research agent) โ†’ raw report โ†’ "Clara" (contextualization agent) โ†’ TTS audio โ†’ internal archive (audio + transcript). - Goal: Create a continuous improvement loop by feeding user feedback from ChatGPT back into the system to refine future briefings.
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๐Ÿš€ Welcome to AI Developer Accelerator (Start Here)
๐Ÿ‘‹ 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. ๐Ÿ›  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. ๐Ÿ“œ 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. ๐Ÿฅ‡ 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!** ๐ŸŽฏ ACTIONS: Be proactive, engage in discussions, and collaborate on group projects. ๐Ÿ‘ฉโ€๐Ÿ’ป๐Ÿ‘จโ€๐Ÿ’ป Let's code, innovate, and thrive together!
Fascinating Video on the OpenAI attack on Huggingface
This is both interesting and scary Dwarkesh Patel has great videos. His guest researcher, Ajeya, fills in the gaps about what happened and provides some impressive insights.
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Build & Sell with Claude Code
Guys, where can I find the CLAUDE.md file
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AI Developer Accelerator
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Master AI & software development to build apps and unlock new income streams. Transform ideas into profits. ๐Ÿ’กโž•๐Ÿค–โž•๐Ÿ‘จโ€๐Ÿ’ป๐ŸŸฐ๐Ÿ’ฐ
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