Your AI isn't bad at hard tasks, it just has no rubric to judge itself by. This pattern changes that. #AI #PromptEngineering #ClaudeAI #AIWorkflow #SEOAgency
I wanna talk about doing really hard tasks with AI, those tasks where the quality of the output is really important. And there's a lot of different priorities that the AI needs to consider and keep in mind. At our SEO agency, these are things like coming up with strategy and writing content. It's one thing to articulate everything that's important to keep in mind while going through these tasks. But I wanna talk about a pattern that's becoming very popular recently for making sure the AI sticks to those standards. I've seen a couple different names for this pattern, but I'm gonna call it iterative self refinement. The idea is that you present the AI a rubric, or a set of heuristics by which it can evaluate its own output to determine if it's hitting the mark. So the model is given a task, let's say, creating a blog post. And after following all that guidance to create the blog post, i
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I wanna talk about doing really hard tasks with AI, those tasks where the quality of the output is really important. And there's a lot of different priorities that the AI needs to consider and keep in mind. At our SEO agency, these are things like coming up with strategy and writing content. It's one thing to articulate everything that's important to keep in mind while going through these tasks. But I wanna talk about a pattern that's becoming very popular recently for making sure the AI sticks to those standard...
ot sure, just explain the entire process to Claude and then ask it how it thinks you should organize the skills. Skill should walk Claude or whatever model you're using through the entire process of generating the first version of the output, along with any guidance it would need to do the job well. The iterative self refinement is just the last step of the process. However, because it should be looping through it several times, it's where it's going to spend the majority of its time on the task. The key to gett...
Public Insight Cards
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Iterative self-refinement can improve complex AI outputs by having the model score its work against a rubric and revise weak areas.
AI content QA / iterative refinement · asserts
I wanna talk about doing really hard tasks with AI, those tasks where the quality of the output is really important. And there's a lot of different priorities that the AI needs to consider and keep in mind. At our SEO agency, these are things like coming up with strategy and writing content. It's one thing to articulate everything that's important to keep...
Complex AI workflows may be structured as one or more skills plus an orchestrator skill, with self-refinement as the final repeated step.
AI skills / process design · asserts
I wanna talk about doing really hard tasks with AI, those tasks where the quality of the output is really important. And there's a lot of different priorities that the AI needs to consider and keep in mind. At our SEO agency, these are things like coming up with strategy and writing content. It's one thing to articulate everything that's important to keep...
Vague rubrics make models rate themselves too favorably and perform shallow revisions.
Risk/avoid / AI self-scoring · asserts
ot sure, just explain the entire process to Claude and then ask it how it thinks you should organize the skills. Skill should walk Claude or whatever model you're using through the entire process of generating the first version of the output, along with any guidance it would need to do the job well. The iterative self refinement is just the last step of t...
Overly rigid guidelines such as arbitrary word counts or keyword density can make AI outputs robotic and deterministic.
Risk/avoid / rigid AI rubrics · asserts
ot sure, just explain the entire process to Claude and then ask it how it thinks you should organize the skills. Skill should walk Claude or whatever model you're using through the entire process of generating the first version of the output, along with any guidance it would need to do the job well. The iterative self refinement is just the last step of t...
Iterative self-refinement can become expensive with strong models because the loop may run several revision passes.
AI workflow cost control · asserts
ot sure, just explain the entire process to Claude and then ask it how it thinks you should organize the skills. Skill should walk Claude or whatever model you're using through the entire process of generating the first version of the output, along with any guidance it would need to do the job well. The iterative self refinement is just the last step of t...
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