User
Write something
Pinned
🏆 HOW COMPETITIONS WORK FROM NOW ON 🏆
Quick update on the competition schedule so everyone knows what to expect. 📅 NEW CADENCE: TWICE A MONTH We're dropping comps on the 15th and the 30th of every month. Two chances to compete, every month, on a set schedule you can plan around. ✍️ WHY THIS SCHEDULE Spacing them out this way means we can give tailored feedback on every single submission. Not just the winners. Everyone who enters gets notes on what worked, where it's weak, and what to do next. 🎁 WHAT WINNERS GET Along with the prize, every winner gets a 15-minute one-on-one with Jake. Use it to talk through your build, ask questions, or bring whatever else is on your mind. Two comps a month. Feedback on every entry. Direct time with Jake for the winners. Mark your calendar for the 15th and let's get to work!
Pinned
🎆 GOOD NEWS: THE SALE STAYS OPEN. HAPPY 4TH 🎆
We're holding the last sale through the holiday weekend so nobody misses it. 🎉 Premium: $27 → $14/mo 🎉 VIP: $97 → $67/mo This is the cheapest it will ever be. Once it closes, the price is gone for good. ⏰ New deadline: July 5th, 10:00 AM EST. This is the last extension. If you've been on the fence, sign up now. You lock this rate in and keep it every month going forward. 🖥️ ONE MORE REASON TO JOIN The week of July 5th we're dropping the software we've been building for this community. It goes out for beta testing first, and only Premium and VIP members get access. Sign up before the sale closes and you're in from day one.
Help please
I've run into what I hope is a no brainer for someone. How do I make a transcript for a video in a website... the right way?
Help please
ICM on Antigravity
Is anyone trying to build a folder structure using Antigravity instead of Claude? I could use some tips on how to set everything up and work with Antigravity. Because I have a Google Workspace account, it's cheaper for me to build ICM in their environment. One thing I did was to set a rule where it could only produce work within a specific folder inside my company's folders, but it could read everything within that infrastructure to get references. Do you think this is counterproductive? I suspect that it will consume more tokens using this spec, but I haven't had the opportunity to test it yet. EDIT: I also noticed that AG agent frequently encounters the error "Our servers are experiencing high traffic right now; please try again in a minute." Does anyone else encounter those? Any tips on how to reduce those or should I get used to it?
ICM on enterprise level - introducing Taurus
Folders, not frameworks: how Taurus makes Claude repeatable for a whole team Giving an AI agent the right context at the right moment is still the hardest part of using coding agents like Claude Code in real, daily work. We've all felt it: the agent is brilliant when it knows where it is, and frustrating when it doesn't. So how do you give it that context — reliably, for more than one person? A small team will work but what happens when you try to on-board 100+ people? The popular answers don't scale. Elaborate memory systems help a single power user, but in an enterprise they become a liability: they're hard to curate, easy to pollute, and brittle the moment you add more people and more projects. And anything built around one person's bespoke setup — their servers, their wiring, their mental model — is expensive to onboard a whole team onto. Honestly, the wheel hasn't been invented yet. Nobody has a clean, proven answer for how context should work at enterprise scale. This is where the Interpreted Context Methodology (ICM) changes the conversation. Its core idea is deceptively simple: folder structure as agent architecture. Instead of orchestration code or a sprawling memory store, the context lives in the folders themselves. A workspace is just numbered folders for each stage, with markdown files (CLAUDE.md, conventions, reference material, working artifacts) that load in layers when an agent starts there. The agent reads downward and stops when it has enough — typically 2–8k tokens instead of 30–50k. You "configure the factory, not the product": set the workspace up once, then every run reuses it with new inputs. Outputs are plain text, editable, reviewable at every step. ICM is elegant because it's filesystem-native and human-readable — a non-developer can reshape a workflow by moving files. But it has one practical dependency that's easy to overlook: When you add more and more folders agents begin to skip information. Guidelines are missed, rules are overlooked. What worked for one person doesn't work for another because the model scans economically and thinks it knows enough. The solution is again simple, the agent has to actually start in the right folder. Start in a central place and the layered context never loads; start in the right place and the agent is instantly grounded. In a team, "just cd to the correct directory" is exactly the kind of invisible, error-prone step that breaks repeatability.
1-30 of 2,165
Clief Notes
skool.com/cliefnotes
What we give away free beats most paid courses. Build durable AI systems with a Marine vet and Edinburgh researcher. 40+ lessons, growing.
Leaderboard (30-day)
Powered by