This one breaks down orchestration. Vote below, then pick one AI tool you actually use and tell us in the comments: can you identify which part is the model and which part is the routing layer around it?

You built your first folder. Vote below, then drop a screenshot in the comments so we can see what you came up with.

Hey folks, wanted to get your input on something. I've ventured into so many things over the years only to realize after hours of work that the particular framework or some specific methodology won't work for my use case. Seems this is the natural way of software: subtle differences you don't realize matter until you're neck deep and hours in. SO, here's my question: Who is this framework NOT for? Is there any type of person or use case that will get into what @Jake Van Clief has generously put together here and go, "Eh, that just doesn't work for my situation?" And who is that? Thanks in advance!

First Monday. First winner. Let's go. @Alexander Paschka topped the 7-day leaderboard with +454 points and earned himself free lifetime VIP access. (Thousands of dollars in value) He was already a paying VIP member, so we upgraded him to Free lifetime access. Free members get upgraded to Premium etc. That's how this works. You show up, you lead, you get taken care of. Now here's the part worth paying attention to. Alexander didn't rack up 454 points by gaming the system. He posted a real Win🏆. One of his clients is buying 10 seats of Claude Enterprise, and Alexander is leading the training. He learned how to do that here. Then he went out and sold it. The community went crazy because that post was useful. People wanted to know how he did it, what he said, how the conversation went. That's engagement you can't fake. You share something real, people respond. And that's the lesson buried in the leaderboard. The thing that got Alexander to #1 is the same thing that works on LinkedIn, on YouTube, on any platform where attention matters. You give people something they can use and they come back for more. The skills that make you valuable in this community make you valuable everywhere else too. I mean its the reason this community exists in the first place. And now you have a place to practice it, if it works here you know it will work every where else. Shoutout to @David Vogel at #2 with +221. David has been showing up in almost every post and every live class adding real, specific, helpful input. Consistent. Week after week. (He earned VIP early on) Keep watching that name. Millenial Cat and Shirsho Guha rounded out the top 4. Respect. The leaderboard resets soon. New week. New race. Whoever is on top next Monday morning gets the same deal. Free lifetime Premium if you're on the free plan. Free lifetime VIP if you're already VIP.

Long coding sessions forget things. You decide something on Monday. By Friday it's buried under 40,000 tokens of tool calls, file reads, and "thinking." You can't grep a session. Re-reading it through an API is slow, expensive, and leaks every thought you had to a third party. I wanted the durable facts. Nothing else. Here's what I built. It runs locally, costs nothing, and nothing leaves the machine. The Pattern 1. Hook into the agent's Stop event. Claude Code gives you one. So does Cursor. So does any agent worth using. 2. Track a byte offset per session. On each Stop, read only the new bytes since last time. No re-reading. No duplicate work. 3. Pipe that delta through a tiny local model. I use gemma3:4b via Ollama. 3 GB. Runs on a laptop. Free. 4. Ask it for ONE thing. Extract durable facts in a fixed line format. Format is a regex. Topics are a closed set. Anything off-format gets dropped. 5. Append what survives to one markdown file. timeline.md. Append-only. Grep it. Tail it. Diff it. That is it. No vector DB. No RAG. No summarization pass. No API key. The Insight Small local models are shockingly good at structured extraction when the rules are narrow. They are terrible at "be helpful, write a summary." Give them one job: "Read this delta. Output 0 to 10 lines matching this exact format, or output NONE." That is a job a 4B parameter model can do. It cannot do "summarize my week" well. It cannot do "what did I decide?" well. It can do "match this regex or output nothing." The prompt does all the work. The model is the cheapest, most replaceable part of the system. The Principle The intelligence is not the model. The intelligence is the schema you force the model into. A strict regex. A closed topic set. A required "reason" field under 80 characters. Past tense only. No inference beyond what is in the transcript. Sanitization canary tests that fail the build if private terms leak into the prompt. None of that is AI. All of that is engineering.