Sometimes when I'm on the go, I don't want to spin up Cursor or Claude on mobile because I don't have the time to think through the prompt or my workspace, and I don't want to waste the tokens on my mobile device. But something I'm constantly doing is telling Gemini (in Google search), or Haiku (in duck.ai) to not: - Lie - Ground its answer 100% on facts - No abbreviations - No Jargon ... and so on. You get the point, and I started thinking it would be really nice if I could use a workspace in the browser, but then I hit two road blocks: 1. The browser only accepts files, not folders. ICM is files and folders, so there's nothing to upload. 2. Even if I get it in there, how do I get the chatbot to actually walk the workspace instead of just reading it? Both are solvable: Roadblock 1: one file, not a folder. I was hoping the browser agents would accept a markdown file, but that didn't work and the ai model would respond with a timeout. Then I tried a text file, same problem. Then I noticed that models would accept PDF as a format. So then, I flatten the whole workspace into a single file, stamping each file's path at the top of its contents so the model can still tell the stages apart. Nothing is lost. The router, the stage contracts, the references are all there, in order, in one upload. Roadblock 2: getting the chatbot to run the workspace. I put one instruction at the very top of the flattened file: when my message starts with >, treat everything after it as the request and walk the workspace on it. Then I upload the file, type > and whatever I need, and the chatbot runs the pipeline instead of describing it. So now, on my phone, from a plain browser tab: > how far is the moon from earth comes back ground-in-facts, no jargon, no abbreviations, every rule I wrote once, applied automatically. No Cursor, no app, no wasted tokens. So, at first I wrote a workspace that prevents drift and I don't have to repeat myself. Then I got to thinking, this would be nice for typing in a city, and getting the latest news, city stats, real estate postings etc by using this, and this idea would really stress test if this concept works on ai search.