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Weekly Coaching Call is happening in 46 hours
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AI Developer Accelerator โ€” Coaching Call - August 18th
Turns out sarcasm is now a legitimate technical architecture decisionโ€”Patrick discovered that giving Claude Opus 5 a snarky personality shaves hours off verbose outputs, and Morgan is staring down a four-day backend rewrite because Convex's real-time sync is just that tempting. If you missed the chief-of-staff agent deep dive, you missed the moment we realized the "assistant" model completely collapses at 2,000 licenses. ๐Ÿ“ž 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: ๐Ÿ‘‰ Reply to this post with your questions before the call ๐Ÿ‘‰ If you submit a question and you're on the call, you go first ๐Ÿ‘‰ We work through questions in the order they came in ๐Ÿ‘‰ 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. Morgan is weighing whether to pull the trigger on that Convex migration before onboarding new schools, Patrick is cooking up separate Claude style templates to keep the chief of staff from drowning the implementer in chatter, and Scott will be back from holiday soon to demo his Mac coding workflow replacement. If any of those threads resonateโ€”or if you're sitting on your own AI architecture puzzleโ€”bring it to the call. ๐Ÿ”— ZOOM LINK (save this) https://us06web.zoom.us/j/81995207847?pwd=Xe6u6LmIQOmCP5VTnOwWYjDBfZNKGB.1 ๐Ÿ“… WHEN Tuesday August 18th at 6PM ET Looking forward to seeing you on the call!
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RecapFlow : August 11th Coaching call analysis
๐Ÿ“ SUMMARY This week's call centered on the evolution from single AI assistants to "chief of staff" multi-agent architectures, with multiple members converging on similar two-tier systems where a coordinator agent delegates to an implementer via shared repositories. Patrick Chouinard detailed his enterprise rollout of 2000+ Claude licenses and the governance patterns required, while others shared strategies for managing model verbosity, measuring real ROI versus vanity metrics, and overcoming organizational resistance to AI coding. Additional discussions covered database migrations for real-time apps, personal assistant tooling, and enterprise adoption tactics. ๐Ÿ’ก KEY INSIGHTS The "assistant" model collapses at scale. Patrick described how coordinating many Claude assistants eventually consumes more time than it saves, leading his team to create a two-tier architecture: Claude Cowork acts as "chief of staff" coordinating with Claude Code as "implementer" through a shared local Git ledger, reducing humans to pure decision-makers. Two agents talking directly is the real unlock. Patrick and Paul Miller independently arrived at architectures where coordinator and executor agents communicate and write status to each other without human message relay, freeing the human to act only as a decision-maker. Surface decisions and wins, not just noise. Ty Wells noted that showing only problems creates a demoralizing interface. Effective chief-of-staff agents should highlight progress and successes alongside escalations, not just raw agent output. Set explicit time budgets. Paul Miller emphasized that agent tasks without deadlines can silently balloon from one hour to four, cascading delays. Decisive time constraints prevent runaway context windows. Opus 5 requires verbosity management. Multiple attendees flagged Opus 5 as unusually chatty. Mitigations include Matt Pocock's "wait, what?" skill to detect confusing output and Patrick's discovery that sarcastic, personality-driven prompts naturally produce shorter, clearer responses.
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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!
Need help/advise on build
We want to automate the parsing and reading of WhatsApp messages coming in from different groups and channels that the WhatsApp account/ number does not own. The whatsapp messages contain information on traffic along the major routes in South Africa. We want to read those messages in real time at intervals of the day and extract that information to generate a summary of some sort for alerts on traffic. Problem is WhatsApp api doesnโ€™t allow for the READING of these messages and we need to work around that . We could try use a gateway like Whapi but thereโ€™s the risk that if automation is detected the number gets banned and it gets patched if WhatsApp changes and updates. What are the solutions?
Does anyone use Claude Code and Codex together?
Does anyone use Claude Code and Codex together on the same machine and codebase, with each independently reviewing and challenging the otherโ€™s work to catch mistakes and improve the final implementation? If so, any tips?
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