This week I share my latest breakthrough, the answer to a question that's been in the back of my mind.
Why Do LLMs Require Symmetry – the 1:1 parity between html and paint?
Turns out it has everything to do with security protocols for LLMS.
This insight came from a post on Bluesky by John Mueller –
“A properly made website works well for AI agents … and search engines, and LLMs, and above all, for actual people. If you're trying to fix accessibility issues by making a separate “agent-friendly” version, you are just building technical debt. You'll have to redo it multiple times. Just fix it.”
Went down the rabbit hole based on a comment left in response.
“This is not what we have found in the wild.We re-route AI (not search) to a machine layer, written and formatted for AI ingestion and inference. It works. We took an invisible ad agency (the most established in the market) to top 3 agencies on money prompts in 15 days. Not a one-off.“
Turns out that just because something CAN be done, doesn't always mean it SHOULD be done.
Mentioned in the show:
VizzEx – https://vizzex.ai/vizzex-pro/
Article I wrote going into much more detail –
The “AI Decoy Website” Trap: An Algorithmic Suicide Squeeze Play
This week a little more about the newest VizzEx tool – Symmetry Gate™ Check Tool. You can find it at:
https://symmetrygate.ai
Last week's episode:
Get on the waiting list for the next cohort of the AI Visibility Mastery 12-month course. We are committed to the success of our members.
https://vizzex.ai/ai-visibility-mastery/
Symmetry Gate – check the “cost” of your content for AI models to extract information
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