A handful of folks from here have started connecting and sharing each other’s content on LinkedIn. Thought it would be nice to have a group over there where we can all contribute to and share our content to a wider audience through our connections. Hopefully continue to drive more folks to the conversations here as well. Please join if you’d like to connect! There’s already 20 of us in there after one day! Go boost your network. https://www.linkedin.com/groups/31160010

I’ll start by saying I didn’t look exhaustedly to see if others had posted about this. I’ve built a bunch of skills to run engineering process from PRD generation through coding. The skills break the work into epics and tickets. Im starting to work on ways to put those tickets into GitHub issues, and I am playing with ideas on how to orchestrate a thin layer that manages the ticket queue and ensures prerequisites are done fist, managing ticket order, etc. The orchestrator would automate assigning Claude or codex to code the ticket, etc. Has anyone found a good solution for this? I know there are many and I’ve been looking at a bunch. I started to build my own but that seemed foolish. My goal is to be able to spec and design various applications and be able to have the bulk of the coding cycle process be autonomous. Right now I’m doing loads of babysitting in the terminal to make sure it picks up the next ticket, reminding the LLM to keep working on the next tickets, etc. some of these projects are taking days and, while clearly complex, it should be smoother than this. Thanks !

Fable made me start using Codex. Well, actually Claude, Codex, Kimi and MiniMax M3 together. Not because Fable is weak. Because it is the first model strong enough to run the others properly. The shift: stop asking which model is best. Start matrixing every model to the task it performs best at. - Claude (Fable): the seat. Orchestration, judgement, context. - Codex: the coding powerhouse. - Kimi: long-video understanding. - MiniMax M3: the looping build system. For the first time the multi-model workflow is truly effortless. Local models included. It all just works. The model at the top is not doing the work. It is routing it. All of it, loops included, lands in an ARI-OS update. The intelligence is the routing, not any single model. Read the deep-dive: https://aris-space.com/documents/workflows/fable-made-me-start-using-codex [[EDIT]] I wanted to just clarify what I said of in this post by saying that the infrastructure I've built with Fable and the way that it can solve problems when you give it a tight brief and the thoroughness of the model allowed me to create a seamless system. But ultimately, every step of this has been tiered with the model we had. //A<3

Update (6/18): Competition 7 results announced What this thread is: I’ve seen a number of people either not know competitions are going on or know how to find them so here is a quick single source thread where you can get to them all. I’ll keep this updated as new challenges are released. See the current challenge as well as all past challenges below! Weekly leaderboard competition: Alongside the biweekly challenges, there is a weekly leaderboard challenge where the member at the top of the 7 day rolling leaderboard wins a free upgrade to their membership. This winner is announced on Mondays typically. Update (6/3): @Joshua Hubbard has gone another step further and created a thread linking to all competition entries. Link here: https://www.skool.com/cliefnotes/the-competition-archive-every-entry-every-week-every-link?p=bd752987 --- Current Challenge: Stay tuned for next challenge! --- Past Challenges Competition 1 The Challenge 💪 - Build a brand voice document for a pet grooming business Rules & submissions 🗒️ - https://www.skool.com/cliefnotes/first-ever-weekly-competition-is-live?p=90f50bf9 Results🏆 - https://www.skool.com/cliefnotes/weekly-comp-1-winner-ian-barriopedro?p=0501b57e Competition 2 The Challenge 💪 - Build an artifact of a financial advisor client intake system Rules & submissions 🗒️ - https://www.skool.com/cliefnotes/weekly-comp-2-the-artifact-sprint?p=15145a68 Results🏆 - https://www.skool.com/cliefnotes/weekly-comp-2-winner-virgilio-robinson Competition 3 The Challenge 💪 - Build an AI specialist of your choice using the ICM method

Heck Yeah! the flywheel he mentioned was something I had been pondering. This feels like a good set of skills to at least study. I will be digging into this for sure.