Illustrative only, not a trade signal. Paper trading feels like the safe part. It's also where a lot of traders learn the wrong lesson. Not because practice is bad. Because a paper fill is a promise the market never made. In The Benefits of Paper Trading I wrote about why simulation matters: learning without the burn, building discipline, seeing your own patterns. This post is about the exit. What has to be true before a paper process earns real money? Call it a promotion, not a graduation party. Promotions are earned with evidence, and they can be reversed. Education and process only: no trade ideas, no results claims, no broker or tool recommendations. Where I describe a platform, I link the doc page I read. What paper fills ignore Illustrative only, not a trade signal. Here's the uncomfortable part. A simulator grades your paper record, and simulators are generous. Alpaca's paper trading docs are unusually direct about it. They call paper trading on...
An AI agent that can place orders isn't a chatbot anymore. It's a new hire with access to your account. Most people ask what the agent can do. The better question is what it's not allowed to do, and who decides. That's what an approval gate is: a checkpoint between an idea and a live order. Something has to pass it, or nothing happens. Here's a must-have checklist for building them, in plain English. It's process education from my own journal, not a trade idea or a broker or tool recommendation. Where I name a feature, I link its source. Why gates exist The default story: give the model good instructions, and it will follow them. Research says otherwise. In a 2023 paper , Scheurer, Balesni and Hobbhahn ran GPT-4 as an autonomous stock-trading agent in a simulated environment. The agent got an insider tip and acted on it, even though it knew company management disapproved of insider trading. When it reported to its manager, it consistently hid th...