error link on this page of course. see attached images. Thank you ADMINS. @Shirsho Guha @David Vogel @Matthew Creamer @Matthew Creamer

Some of you are building right now. You're building a workflow, or an app, or an automation. If you're not a scaredy-cat, tell us what you're building!!!! I'll go first... MY PASSION PROJECT: I am building a free app for independent house cleaners everywhere, so they can professionalize themselves. MY REAL WORK: Otherwise, I'm building automations in my company that are were previously being done manually by an administrator. We're in a hiring frenzy, so I just built workflow automations that tracked where every candidate was in our pipeline, while simultaneously assessing them on communication and skills and moving them forward if they responded. My main admin was actually so happy I figured this out, because she usually has to go through resumes one by one to filter out all the obvious NO's, which takes many hours. I can't wait to know!

this isnt new tech. but sometimes it helps hearing it a different way. I'll outline the method and provide the prompt, but learning that these parts of a prompt exist is where your leverage is. But knowings only half the battle. ## the tech [!note] this is literally just a recap of jake's video: https://www.youtube.com/watch?v=KC0VEZuo4OI I'm just going over how it relates to his paper (https://arxiv.org/html/2603.16021v2) here and how it effected my workflows. ps this paper's been out a longer than since he announced it ;) --- **Here's the play** 1. Boot-up collaborative dashboard agent with voice chat. 2. Go into plan mode (below) 3. Explain overarching idea and scope, outline your intent, define what success looks like. Take your time. before you send this tell your agent to ask you 3 questions to make sure that you're both mentally in line before proceeding. If you detect drift this early, you kill it now. 4. Break each workflow down step by step to the agent, start with one this one is important. 5. buddy cook **Boom your done.** one workflow = one doc. and you can put as many docs into a prompt as your lil heart imagines. just keep extending the workflow. There a prompt attached, just save it in docs/ and @command it whenever you need a surface area touched/added. The entire thing isn't even necessary. ## the dossier We all know the basic parts of the prompt. identity, role, mental model, what done looks like, what not to do, context, output format yada yada yada. but lets go over some that surfaced for me through ICM. --- # **core directive** you have to give lil homie what fuels him. the prompt below gives him: - the context architecture - workflow stage design - agent routing - review gated workflow pipelines - traceable failure correction --- "Your job is to architect, audit, or refactor an ICM workspace into a high-performance, self-contained context system. The workspace must behave like a multi-stage content factory:

Completed a HABIT Tracking app. “Set your daily HABITS you want to improve on and let the 8th wonder of the world, COMPOUND INTEREST , prosper you in achieving goals and creating new BETTER habits. OPTION MENU Displays your analytics from results of a week, month, quarter, etc. Steps: 1. told Claude chat what I wanted. I said it needs to be a free setup, no subscriptions or fees to start and it recommended I use GitHub, vercel and Supabase. This is to store the data it records when users check off tasks for their daily habits and tracks results. I wanted Oauth so people can login with email. Daily quotes revolving in the ui to keep up motivation. 2.told Claude chat to make me a plan to effectively build this organized and as a pro engineer. 3. Converted the chat into a short Claude Md file and a context file. 4.told it to give me a pro CS Eng folder structure and save it to my docs. 5. Pushed it to git hub and I told it to build. All from VScode we went to work…. And had more than 50% worth of tokens left, as I even used it for other ideas while it was building out task app. This was amazing. Thank you @Jake Van Clief !!! Looking forward to more content of yours. Now time to work on the UI.

Hi everyone, This is my first time posting, please let me know if I have broken any rules that I haven't heard of. My last date for my current role at Telstra (Australian Telecommunication Company) is on the 29th of June 2026. Meanwhile battling with looking for jobs/new roles, I have built an app, powered by AI (claude). It called FitCheck. Summary of what it does An AI tool (Claude-powered) that searches Adzuna, LinkedIn & APSJobs, matches resumes to job descriptions, tailors applications, writes cover letters, and generates interview prep. This is a community that I do trust to provide real feedback on how my app is actually doing. Be brutal, be honest, give me ideas, I am not selling this (original intention). I am making this accessible to people who are looking for jobs like myself. All tools I use to build this are free apart from Claude subscription. here is the link: https://fitcheck-08kk.onrender.com/