Eval Loop Diagram Shows How to Filter AI Slop at Output Stage

@EXM7777 Eliminating AI slop often comes down to managing the prompt's context window. Does Hermes leverage advanced RAG for context delivery, or is it more about specific prompt engineering patterns?

@EXM7777 a copied 0.7 threshold off someone elses benchmark just ships cleaner slop

@EXM7777 Comic sans is the biggest slop.

@EXM7777 Forgetting even my practical application of this:

I genuinely appreciate you sharing all of this publicly, the amount of foundational learning that twitter (and you among them) has been able to help me out with has been literally invaluable.

Thanks, Machina!

@EXM7777 never saw a diagram for this, but this is basically how we would do it when integrating ai into a business

@EXM7777 does the hermes setup flag slop based on style markers or actual content inconsistencies?

@EXM7777 Top 1% setup… but does it really make that big a difference?

@EXM7777 i learning Hermes Agent everyday thanks to your content, Machina

@EXM7777 clean setup for cutting ai slop

@EXM7777 bden testing it all week, output feels human again fr

Best version of this diagram I've seen — and one extension from building it for real (an AI sports podcast): when the output is factual, the gate doesn't need to be an LLM scoring 0-1. Every stat gets grepped against source data, ships only if it matches. The model gets no vote on whether it's right. The check half IS the system.

@EXM7777 this precise setup stops generic outputs instantly

@EXM7777 面白いコンセプトですね、興味を引かれます。

@EXM7777 Good tools

@chrisschmitz @EXM7777 I used to send RFI/RFQ responses in Comic sans just to stand out. We outgrew our production facilities in no time. Quality of content matters!

@EXM7777 that's interesting

will try to understand visual part and then read the article

@EXM7777 I just bookmarked this article so I can reed it when I have 10 min free

@EXM7777 "top 1% operators" is a wild thing to type about your local config but I respect the energy

@EXM7777 the skill loop is what separates hermes from everything

@NeuralForges @EXM7777 It’s all AI slop no matter the percentages haha. 🤣