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welcome to the Burstiness and Perplexity community
Our mission is to create a true learning community where an exploration of AI, tools, agents and use cases can merge with thoughtful conversations about implications and fundamental ideas. To get a deeper overview of this Skool, click on the Classroom tab above, and enter the Welcome Classroom If you are joining, please consider engaging, not just lurking.Tell us about yourself and where you are in life journey and how tech and AI intersect it. for updates on research, models, and use cases, click on the Classrooms tab and then find the Bleeding Edge Classroom
1400+ APIs screened
There's an App for it. 2012 There's an API for it. 2026 scan the list; see what you can integrate for automation or workflow integration need a roadmap? hiddenstatedrift.com
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Claude Code and the Wayback Machine
two useful things from today- ctrl+e in Claude Code and... did you know the Wayback machine has a CLI?!?!? The Wayback CDX API is the index/search API for the Internet Archive's Wayback Machine. Instead of manually browsing web.archive.org to see what was captured for a domain, you can query the CDX API programmatically: curl "https://web.archive.org/cdx/search/cdx?url=someweirddomain.com/*&output= json&limit=5" It returns a list of every snapshot (capture) the Wayback Machine has for that domain — timestamps, URLs, status codes, MIME types. This tells us: - How many pages were captured (content richness) - What URLs existed (site structure) - When they were captured (which eras of the site we can reconstruct) - Whether there's enough material to justify a rebuild For the remaining domains, running CDX queries would rank them by content richness so we know which ones are worth rebuilding vs. which are thin enough to just redirect. It's step 1 in the process before you'd need to pull an Archivarix export.
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Mathematics is undergoing the biggest change in its history
I could blithely say this shouldn't be a surprise, but it is. We now have an intelligence that is purely a creature of mathematics, rather than kludged together (though elegant) synergy of biochem and synaptic networks. I stand to be proven wrong, but as AIs reinvent maths for their own uses, this is THE leverage point. Efficiencies and dimensionality beyond the grasp of humans. I sense that many don't grasp this, even intuitively, particularly among the AI contrarians or ostriches. Simultaneously, this greatly increases the lift and the horizons of interpretability, much less observability.
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Mathematics is undergoing the biggest change in its history
3 odd hours of fine tuning
Resources available in the Hidden State Drift Mastermind
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3 odd hours of fine tuning
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