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Afternoon Tea is happening in 46 hours
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Welcome to Clief Notes. Here's where to start.
1. Watch the intro video and introduce yourself in the intro post here 2. Start with The Foundation (free course). Concepts, folder architecture, prompting framework. Everything else builds on this. 3. Check in at the bottom of each lesson. Polls, discussion posts, other members working through the same stuff. Use them. 4. When you're ready to build real things, move to Implementation Playbooks (Level 2). When you're ready to build your own tools, Building Your Stack (Level 3). 5. Post your work. Ask questions. Help others when you can. What are you here to build?
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Premium and VIP: Questionnaires Are Live
Saturday Tea is coming, get your questions in. If you want your questions answered live this Saturday, fill out the questionnaire for your tier below. Premium (Afternoon Tea): https://forms.gle/k6oSAzeo6LY5pUqA7 VIP (High Tea): https://forms.gle/ngkMV1oSGDHWYHEf8 Drop your questions in early so we can work through as many as possible on the call. See you Saturday!
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I come asking for help! (NEW ROUND! VOTE ONCE A DAY PLS)
Because of the Amazing support you all gave for the first Round Wylder (my step daughter) made it into the second round! You can vote once a day and some days are 2x votes ! I would love love love if any of you support her going to work with some of the best animal rescues in the world to just cast at least one free vote if you can! You can vote here! Not Ai related so sorry for that ! Wylder | Junior Ranger
Anyone using Gemini (when you out of tokens)
Are you using desktop or browser? both? Free or a paid version? What have you used it for? I’ll go first….
Zuki — My First Dev Project: A Personal AI Operating System
Hey everyone 👋 I wanted to share my first real development project — Zuki, a personal AI operating system I've been building in Python over the past few weeks. The idea started simple: I wanted an AI assistant that actually knows me, runs locally, and can help me with real business work — not just answer questions in a chat window. It grew into something bigger than I expected. What it does right now: - Multi-provider LLM routing (Gemini, Claude, GPT) with automatic fallback - Voice in/out via Whisper STT and pyttsx3/Piper TTS - Business analysis workspace — on-site Gastro analysis with PDF reports, competitor mapping, and a structured client interview flow - Tenant isolation — separate data contexts for personal use and client work (DSGVO-aware) - Cloud memory via Vercel KV with offline outbox for resilience - Cyberpunk terminal UI with a React/WebSocket web UI planned next The architecture is built around 5 workspaces (Core, Broker, Business Services, OS Layer, Cloud Memory), each with clear boundaries and routing — heavily inspired by the workspace patterns I learned from this community. What's next: A full web UI (React + Tailwind + WebSocket bridge), a live news/market broker workspace, and eventually a Linux migration to run it on dedicated hardware with a Live2D avatar panel. This is my first project and I'm still learning — the codebase went through a major restructuring just this week to get it GitHub-ready. I'd love feedback on the architecture, the workspace pattern, or anything that looks off to a more experienced eye. 🔗 https://github.com/ehwohl/Zuki Excited to hear what you think!
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Zuki — My First Dev Project: A Personal AI Operating System
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Jake Van Clief, giving you the Cliff notes on the new AI age.
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