Context: I've built a Python pipeline that processes client documents through the Anthropic API on a schedule. It handles PII, so I have compliance obligations. Right now it runs manually on my PC; the next phase adds a scheduler and a webhook receiver. My problem: the plan assumes it runs on my local PC, and that's a bad fit — my internet isn't reliably stable and the machine can't be counted on to stay awake and connected through a busy season. The obvious alternative is a small VPS running everything, with my PC as the dev machine. Questions: (1) Local vs. VPS for this — what would you do? (2) If VPS, what's the minimum competent setup for handling PII? (3) Anything about running a scheduled, webhook-driven Python pipeline in production that bites people who haven't done it before? If it matters for #2 — I was leaning toward DigitalOcean, but open to other suggestions. Thank you in advance. #Rookie

It's easy to have 1 agent that works great solo. The wall comes when you try to make them work as a team. You run one agent, copy the output, open another window, paste it in, run the next one. You're the integration layer. You're the thing holding the handoffs together, by hand, every time. I want to walk through one session where the system did the stitching instead of me, and show you the mechanics — what each step actually loaded and did — because that's the part you can build, not the part you feel. The setup was ordinary. We're scoping a project for a nonprofit prospect. Just got off a call, I had the transcript, and they were owed a follow-up with a ballpark on cost. I typed one line into the chat: "ingest this transcript and update the folder on this prospect." Then I watched what the orchestrator did with it. First, what "Duke routed it" actually means. Duke is my orchestrator. He doesn't do the work. He reads the request, decides which specialist owns it, and loads that specialist's instruction set before handing off — the role file, the voice doc, the guardrails, and whatever skills the task calls for. The routing IS the framing. When Duke "passes it to Pike," that's really Duke loading Pike's instructions into the context so the next thing that runs is a framed researcher, not a blank model with a prompt taped to it. So the transcript went to Pike, my research specialist. Pike ran the ingest skill against the raw transcript — pulled what changed since the last call, which open questions got answered, the next step, a couple of risk flags — then loaded the existing prospect folder so it added to what was already there instead of rebuilding from zero. Output: an updated folder and a clean read on where the deal stands. That updated read made the actual next step obvious — the prospect was owed a pricing email. Duke loaded Cash, my copywriter: my voice doc, the guardrails, the prospect context Pike had just refreshed. Cash drafted the email. Notice the handoff structure — Pike's output became the framed input for Cash. The folder Pike updated is what Cash read to write.

Dropped a new one for you all. Mike from Urban Pulse let me share footage from his security audit. He vibe coded his whole platform using my routing architecture, then hired me and my team to read every line before he opened it up to high ticket clients. We took our time over many hours. We found three holes that I share here. A Google Maps API key that had already been flagged and locked down by Google. A second cryptographic auth layer the AI built on top of Supabase, which already handles all of this for you. A JWT verification step that never checked the issuer, meaning any valid Supabase token from any project on the internet would have passed. This is what real building and shipping looks like in the AI world. Mike built something that used to take a year and a couple hundred grand. He did it solo. Then he paid engineers to audit it before any customer touched it. Copy his move. If you are vibe coding anything you plan to put in front of paying clients, watch this one.

🎉 Meet your new admin: @David Vogel Some of you have been watching this happen in real time. David has been quietly turning his "Show Your Work" posts into one of the most useful threads in this community for months. Resource roundups, deep-dives, honest takes on what's actually working in production. No fluff. No hype. 🛠️ So I gave him the keys. 🔑 David is now an admin of Clief Notes, and he has his own classroom: 🏛️ David's Corner. Go check it out. AI Acronym Overload? Here's the Cheat Sheet - Davids Corner 📂 What's in David's Corner He started with the resource post a lot of you bookmarked last week and has been steadily expanding it. As of right now you'll find: 🔥 Must Have Resources - 🎨 Looking for design inspiration? - 🧠 AI Acronym Overload? Here's the Cheat Sheet - ⭐ Some of My Favorite Resources 📚 Learning for Everyone - 🥊 Obsidian is BLOAT! Batter Up - 💰 Flip the Script — It's all about the $$$ - 👻 Do You Have a Soul? - 🔄 My AI Workflow Evolution 👨‍💻 Developer Resources - 🕵️ LEAKED: Ten Prompts from Experts - ⚡ Introducing the Hermes Stack 🎯 David and Jakes Picks (this one's going to grow) Plus he's curating trusted YouTube channels and a running list of favorite community posts on resources inside the corner. So if you wrote something good about a tool, a stack, or a workflow, that's where it might end up. 👀 He's adding more weekly. If something stops delivering, he wants to hear about it. That's how the corner stays sharp. 🔪 💡 Why this matters The Vault and The Drawing Room give you my methodology. David's Corner gives you a second lens. Same standards (battle-tested, no theory, no marketing slides), different angle. He's been in the trenches with tools and stacks, and he writes about them honestly. ✅ What you can do 1. 🔖 Go bookmark David's Corner in the classroom 2. 💬 Drop a comment under his posts when something works (or doesn't) 3. 📨 Got a resource that should be in there? Tag him. He's curating.

Y'all have been flooding our DMs, so we're doing something we honestly weren't planning on doing. And while we're at it, we're dropping something else that's going to let you make money with us. Let's get into it. 👇 ---- 1. Lifetime VIP — $5,000 💎 We were not planning on ever introducing this. Truly. It wasn't even on the roadmap. But the amount of messages we've gotten asking "what would lifetime cost?" made us actually sit down and think about it. Here's where we landed: $5,000 for lifetime VIP access. A few things we want to be upfront about: VIP started at $47/mo. It's $97/mo now. We're not raising prices anytime soon. As the community keeps growing though, VIP will have to go up. We can only scale Jake's time so much. The $5K number factors in where VIP is heading down the road, not just where it sits today. And honestly? We don't expect anyone to actually pay this. 😅 That's the truth. We're posting this because you asked, and we'd rather give you a straight answer than dodge the question. ⚠️ Before you pull the trigger ⚠️ read this: If you're even thinking about lifetime access to us, you should probably wait. The Lyceum is coming, and Lifetime VIP is included. 🎁 The Lyceum is going to be the single biggest value drop we will ever do. By a mile. If lifetime access is what you want, it's inside the Lyceum at a better deal. Hang tight. 🔥 ---- 2. The Affiliate Program is LIVE 💰 This is the one we're most fired up about. You can now get paid for bringing people into the community. We're starting affiliates at 20% commission. 🎯 That's $5.40/mo on every Premium member you refer. $19.40/mo on every VIP member you refer. For as long as they stay a member. Recurring. Every month. Forever (or until they cancel). Here's how to grab your affiliate link: 🔗 1. Open our Skool community 2. Click the Invite button (top of the page) 3. You'll see your personal affiliate link right there 4. Copy it. Share it. Watch it work. Anyone who joins through your link gets attributed to you, and you start earning the second they pay.