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Welcome to Clief Notes. Here's where to start.
1. Go check out 📚Navigating The Course to see how to get around and what's here. 2. Start with The Foundation. 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 join in on our Biweekly competitions and win some real cash. ⭐ Competitions Mega Thread 5. If you are wanting to dive into the masterminds, grab all the past templates, artifacts and resources. Upgrade and head into the The Vault for Premium and The Drawing Room (VIP) for VIP 6. Post your work. Ask questions. Help others when you can. What are you here to build?
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🚨 New one in the NLP Logix series is live 🚨
Sat down with Katie Bakewell, a data scientist who's been building this since 2011, back when it was still just called "natural language processing" 🧮 She came up through math (DNA computing, time series on commodities) and thinks about problems like proofs, not recipes. What we get into: 🪨 The Indiana Jones "build me a chatbot" boulder she ran from in 2023 🚨 The 7 neural nets that "found" a signal that was completely fake 🏎️ A $5M Pagani vs a $100 Toyota, and why "best" is a trap 🤖 The first chatbot was built in 1966 (ELIZA)... these aren't new ideas 🐬 Meta's SAM3 turning hours of labeling dolphin fins into a single prompt 🧠 Why half the companies asking for AI are solving the wrong problem ▶️ Go watch 💬 Then drop a comment: What surprised you most, or what would you have asked her? Happy learning 🙌
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🤝 NEW: The Connection Hub is live
👋 Welcome to the Connection Hub - The Vault · Clief Notes So I was on the onboarding call this today, and one thing kept coming up that I couldn't stop thinking about: The biggest value of this new age isn't just the tools. It's the people. 👥 Specifically — people who understand AI the way THIS community teaches it. Not "prompt hacks" and not "10x your output" nonsense, but actually building systems, thinking in workflows, and treating AI like a real part of how you work. That's a rare group. And a lot of you told me the same thing: 💬 "I'd love to work with someone who gets this." 💬 "I want to break into [industry] but don't know anyone in it." 💬 "Who else here does what I do?" So instead of letting those connections happen by accident... I built a place for them. 👇 🗂️👋 Welcome to the Connection Hub - The Vault · Clief Notes It's a simple set of pages, split by industry. You find your corner, drop a quick intro about what you actually do and what you're looking for, and connect with people who speak your language.
Helping your AI remember tasks between sessions (Session Aware Memory Management )
TLDR: LLMs forget everything between sessions. You re-explain yourself constantly, lose progress on long-running work, and have no reliable way to pick up where you left off — especially when switching between models or tools. I built PMM to fix that. @Deacon Wardlow helped me improve it by identifying a specific gap: session continuity — what changed, what’s still open, where you stopped. That’s now live in PMM v 2.8.​ Edit: I figured screenshots tell a better story => same memory on three different tools with 3 different models, where I've asked the LLM to basically recall outstanding tasks across the 4-5 current projects. Slightly different perspectives because I'm working a slightly different project with each model. I initially built PMM to remember stuff beyond the context window to fix an issue i had with the LLMs I use failing to remember and recall over long conversations. I used it to have the same conversation, while switching between Claude Code CLI and Co-work. Eventually it became a tool for helping me with continuity in my conversations with different LLMs on different apps and harnesses ( I switch a lot between Claude, OpenCode and GitHub Co-Pilot). I now use it to give multiple agents long-term memory (while they switch between different models on Claude, Gemini, Model Ark and a couple of smaller local models) without the use of model routing. I currently deploy it (along with with another agentic plugin I developed) to give agents long-term individual and collective organisaitonal memory in their conversations with multiple users over telegram in a small pilot. @Deacon Wardlow tested PMM in his own workflows, identified a gap in session memory management, and tried a couple of changes, which he outlined in another thread discussing Session Memory Layer + PMM
Helping your AI remember tasks between sessions (Session Aware Memory Management )
Connection Hub:🌱 Solo, Student & Exploring
Intros for The Connection Hub - The Vault 👤 Who I am: (name + where you're based) 🛠️ What I actually do: (the specific work — not "I'm in real estate" but "I run a 3-agent team doing residential resale in Austin") 🤖 What I'm building with AI right now: (your current project, workflow, or the thing you're stuck on) 🎯 What I'm looking for connection-wise: (pick one or two) 💡 Someone who's solved [X] 🤝 A collaborator / accountability partner 👀 Just here to learn from people in my field 🧰 Trading workflows & systems 📬 Best way to reach me: (DM here / comment / link)
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