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The rubric trick: how to make ChatGPT grade its own work and fix it
Most people accept ChatGPT's first answer, tweak it a bit, and move on. The single biggest upgrade you can make is to stop treating the first draft as the answer and start treating it as something to be marked. Here's the move. You give ChatGPT the task, then you hand it a rubric, the same criteria you'd use to judge the work yourself, and you make it score its own draft against that rubric before you ever see it. Then it rewrites to fix its lowest scores. Say you're writing a cold email. Most people prompt: "Write a cold email to a marketing director offering our service." You get something generic. Instead, try this: "Write a cold outreach email to a marketing director. Then score your own draft from 1 to 10 on each of these: 1) does the first line earn the second, 2) is it about them not us, 3) is there one clear ask, 4) would a busy person read it in under 15 seconds. Show the scores, then rewrite to fix anything under 8." Now you're not hoping for a good email. You've told it what good looks like and made it run the editing pass you'd normally do yourself. Two things make this work. First, the rubric is where your expertise goes. You know what a good email, landing page, or proposal needs, so you encode it once. The model is far better at applying a clear standard than inventing one. Second, asking for scores forces it to actually evaluate instead of just rephrasing, and it will usually catch its own weakest spot before you have to. Save your favourite rubrics and reuse them. A good-email rubric, a good blog-intro rubric, a sales-call-summary rubric. Over time that's a quiet quality system running on every task. What's a task you'd want a rubric for? Tell me the task in the comments and I'll help you build the criteria.
The rubric trick: how to make ChatGPT grade its own work and fix it
General Discussion
Thrilled to be here! My name is Dr.Safia Bibi and I work as an educator and researcher. Lately, I have been actively exploring how generative AI can transform educational management and creative content creation. I am currently a Level 1 'Prompt Padawan' and looking forward to unlocking new milestones and skills with your support. Drop a comment to say hello and let me know what amazing projects you are currently using ChatGPT for! Looking forward to an incredible learning journey here.
Website Chatbots...
Had to make changes to my websites because of chatbots, If you run a chatbot on your website or your client's website you should watch this video below. Putting this consent screen in place is a smart move. Lately, these predatory law firms have been weaponizing old state wiretapping laws—like CIPA out in California or the tracking rules here in Florida—to troll small businesses running standard third-party chatbots. They try to claim you're 'intercepting' data without permission, but forcing them to click that button completely shuts that crap down.
I am so excited
I just fell in love with AI, I created my very first Oracle Shuffler Artifact. All images created on CHATGPT and all coding with Claude. Tada. I hope I am allowed to share this here: https://sacredselflove.netlify.app/
Happy to be a part of this awesome community!
This place has grown so much. It's really exciting to see all of the interaction with the community and almost 13K members! Congrats Chat GPT users team and whole community!
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