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22 contributions to ChatGPT Users
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
1 like • 1d
Critically, you also need to add an iterative prompt cycle. You ask it, “Is there anything else that you need?” It will then spit out stuff it needs, and in the example of the cold email case, will probably include more details about the ICP. Remember Sinek’s “five whys”, and iterate five times through the same “Is there anything that you need” final question of the prompt. It will give you much better answers.
Why use Openclaw?
@Jason West what is all the comotion about Openclaw?
1 like • Apr 19
@Julie Helmer LLMs often waffle … asking a human gets a much more direct response. 😊
1 like • Apr 19
@Steve Baker , it’s more about being the shiny new thing really. 🤣😊 OC makes technical stuff easier for non-tech people, which explains the massive adoption. However, the trade off is that those same people may not know how to harden OC’s context and/or the auths that they give OC permission to use. OC is not uniquely capable. It is not doing anything that cannot already be done with other systems. A lot of what people find exciting about OC can be reproduced in n8n by combining agentic decision-making, sub-workflows, tool-calling, conditional logic, memory/state handling, and external models such as GPT or Claude. n8n explicitly supports AI agents, tool use, and calling other workflows as tools or sub-workflows, which is exactly the sort of layered orchestration that OC does.
Transcribing
I've been using onenote for transcribing and it doesn't do a good job. What are AI options for transcribing?
2 likes • Apr 19
@Heidi Richards Mooney Whisper is also free if you run it on your own laptop/VPS, and you can automate around its functionality by using n8n )also on your own machine haha). I use my locally hosted whisper a lot and you can select your models to download and use, depending on what you’re trying to do, and your system’s memory & CPU capabilities. 😊
2 likes • Apr 19
@Ashley Smith MacWhisper Pro also charges you for their product. It is basically a wrapper on the free whisper model that you can set up and run for free on your machine. Sure, it takes a few more steps, but you can automate those steps using n8n that can also be hosted on your own machine 😊
Transcript Auto-Email Setup
Has anyone figured out how to automatically email a user a copy of their transcript when they enter their email in a FastBot lead form, using my own .com domain as the sender? Desired workflow: 1. A user enters their email in the lead form. 2. I receive the usual lead email with the transcript. 3. The same transcript is automatically emailed to the user who submitted the form. Key requirement: The email should be sent from my custom domain, not [email protected]. This feels like a core chat-support feature, especially for industries where customers need a copy of their conversation for their records. I have not seen this addressed on the roadmap, and it would add significant value. If there is already a reliable way to do this through Zapier or another integration, clear documentation would also be very helpful. I would gladly pay a couple hundred dollars if someone can teach me how to set this up. Thank you, @Jason West
2 likes • Apr 19
@Pete Klim I think that she means that your functional description (use case) request is a very good and useful one (solid).
AI Certification
Is there such a thing as AI Certification Training (from a recognized entity)?
2 likes • Apr 17
The choices of AI course depend on outcome really. Do you want a top level 101 awareness/overview style course, or do you want a hand on course that teaches how to integrate AI into software applications using APIs and open-source libraries, for example. For the former: Oxford Uni AI Program For the latter: DataCamp’s Associate AI Engineer for Developers … and @Julie Helmer, no LLM was used in the creation of this reaponse hahaha 😉😁
2 likes • Apr 19
@Steve Baker, I’m not sure of the industry/corporation validation, but aicerts.ai has a lot of interesting certs across the spectrum, including AI for PMs. The course content actually looks quite good, although I haven’t tried them personally. Pricing appears to be on par with other industry certs that I have completed. I’m actually thinking about taking one myself 😊
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Damien Rothstein
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85points to level up
@damien-rothstein-1829
Equanimous Pty Ltd

Active 1d ago
Joined Apr 13, 2025
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