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As a math major, I was interested in seeing what different fields of mathematical research looks like. I decided to just browse the Arxiv, but I can’t help to notice the difference between Stat.ML and CS.LG sections.

From my understanding, they are both suppose to be about Machine Learning research, but what I found was that many of the CS.LG articles applied ML to novel scenarios instead of actually researching new mathematical/statistical models. Why are these considered ML research, if they are not researching ML but using it?

Does this reflect a bigger divide within the machine learning research field? Is there some fields in ML that are more suited for people interested in math research? if so, are those generally hosted in the math/stats department, or still under the CS department?

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So I’ve been watching the XRP chart lately and something felt off.

It gave up all of its July gains, just like that. Back to July 8 levels. On the 4H, it tapped the 100 SMA and stalled hard. At first, I thought it was just a typical retrace… until I saw this:

👉 The SEC rejected Bitwise’s “10 ex-BTC/ETH” altcoin ETF and XRP was reportedly the main reason for the rejection.

That kind of killed the altcoin ETF momentum before it even started. And if that rejection holds weight, it could send a broader signal to institutions: stick with BTC, for now.

It made me think , what happens when ETF-driven liquidity is denied access to alts like XRP?

Well, it has to go somewhere. And the safest, most “institutionally correct” place? Bitcoin.

I’m not saying XRP is dead far from it. I actually think it’ll have its moment eventually. But when ETF doors are slammed shut, market narratives adjust.

That’s why I wouldn’t be surprised if we see:

• More rotations from alts back to BTC

• BTC dominance ticking back up

• Choppy price action on majors like XRP to trap both sides

If you look at ETF flows right now, BTC is eating up the attention. And this rejection might’ve just added more fuel to that.

Not financial advice obviously, but I’m keeping a closer eye on BTC now. Feels like it’s quietly preparing to take the lead again while everyone else is distracted. Or rather, other altcoins like BGB, BNB, or SOL will likely draw more attention , with Solana potentially being on the ETF shortlist.

Curious if anyone else is seeing the same pattern?

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Discussion thread.

Hey SEO pros 👋

I’m a marketing gal (30, agency side) working with a law firm client who’s currently working with an SEO vendor. We built them a gorgeous new website on WordPress; they love it, we love it, and everyone’s excited to launch…

Except their SEO vendor hit the brakes and told them *all* their SEO progress will be lost if we publish the new site.

Now, I’m not here to say they’re being overly dramatic (because I genuinely don’t know!), but… surely there’s a way to launch a new site without throwing years of SEO work into the abyss?

Both the current site and the new one are built in WordPress. I’m familiar with meta descriptions, tags, and as part of our SOPs the URLs are always matched to the old site so there aren’t any issues there (Also plan to import/export all their blogs to the new site). But when it comes to redirects, URL structure, and whatever secret sauce you all work with, I’m 100% out of my depth.

So I’m here looking for some advice:

* What should I ask or coordinate with the SEO vendor to make this a smooth transition?
* Are there common mistakes to avoid when launching a redesigned site so we don’t tank their rankings?
* Should we be looking at tools, plugins, or audits before going live?

My #1 priority is making sure the client keeps whatever traction they’ve built. Any tips or even “don’t do this!” horror stories would be super appreciated. Thanks in advance!