Is that a statement on funding of universities in the UK?

Can now show why 4 pieces of data can unlock all data about an individual.

The 4th piece of data acts like an Identity Card differentiating individuals from the crowd.

Why does being uniquely identified break your data open?

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Be interesting to see the stats on that - general research I’ve seen seems to show that on average experts are made more expert and non-experts less expert.

Number 1 rule don’t believe everything you read (esp from Halllucinating AI)

Everyone has their own baseline - I was blessed with ADHD and OCD … which let me organize my chaos and become an excellent pattern matcher.

This could let everyone find their own path to being lifted

What do you think?

It’s not being about "dumb" its experts tend to be able to see patterns clearly - so the process helps refine them. Without this skill the patterns dissolve.

Which leads to me a thought that if we use LLMs to monitor user choices a meta analysis - they can nudge users into spotting patterns too.
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Percolation is the separation of different domains or ideas - and for experts it helps to concentrate their intuition or insights into more focused areas.

Essentially LLMs are chatting with yourself with your inner world model being refined (experts) or dissolved (non-experts)
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Why do LLM's make experts more expert and not-experts ... well dumber ?

I might have an answer ...

I believe that LLM's through their high connectivity multi-dimensional graph structure perform a combinatorial percolation on user input.
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@proffrancesca.bsky.social seems like we have a shared interest in the role of Asherah in early Judaism - would love to discuss my hypothesis with you

As it turns out it is …

Paper coming soon!

Can show you a preprint if you’re interested

@khademinori.bsky.social just saw you liked one of my posts on X

Would be interested to chat at any point.

I’m a non-academic researcher about to launch some interesting products in the TSI space - Technological Substrate Intelligence