1/The next major problem set in #DeFi is #NFTLiquidity.

It has become very clear that, like fungibles, nonfungibles are their own financial asset class.

One path to see this is to envision the future of NFTs as “liquid

Parler has been hacked and user data has been downloaded. The following thread contains information from /u/BlueMountainDace on Reddit:

"so a group of developers latched onto the Press Release that Twilio put out at midnight last night. In that Press Release, Twilio

accidentally revealed which services Parler was using. Turns out it was all of the security authentications that were used to register a user. This allowed anyone to create a user, and not have to verify an email address, and immediately have a logged-on account.

Well,

because of that access, it gave them access to the behind the login box API that is used to deliver content -- ALL CONTENT (parleys, video, images, user profiles, user information, etc) --. But what it also did was revealed which USERS had "Administration" rights,

"Moderation" rights.

Well, then what happened, those user accounts that had Administration rights to the entire platform... The hackers, internet warriors, call it what you will, was able to use the forgot password link to change the password. Why? Because Twilio was no

longer authenticating emails. This meant, they'd get directly to the reset password screen of that Administration user.

This group of Internet Warriors then used that account, to create a handful of other ADMINISTRATION accounts, and then created a script that ended up

With Parler down, there are going to be a ton of white supremacists switching to (or back to) @Telegram, a company that has sheltered some of the worst, most explicitly pro-terror Nazi groups for years now.

RT to tell @apple & @google to KICK TELEGRAM OFF their app stores, too.

Or, Telegram can actually enforce its terms of service.

But I am watching tons of Nazis thrill to the idea of mass murder on there.

They're emboldened, and @Telegram gives them a place to recruit, radicalize, and plan to kill people.

Parler was bad, but Telegram is the absolute wild west.

I've watched actual terror plots unfold there.

It's where they share printable gun plans and bomb how-tos.

It's where they discuss targets and share vicious, gory murder videos of minorities they don't like.

And I would also add, deplatforming the less dark-webby extremism platforms like Parler ALWAYS means a temporary influx to these more extremist, darker-webby platforms.

We saw it after 8chan, too.

It was necessary, it immediately and overwhelmingly cut down on successful deadly terror, but in the very short term I watched numbers swell in overtly terror Nazi channels as more radicalized/edgelors 8chan folks sought a new home.

Affidavit by former head of IT for large Italian defense contractor admitting he uploaded instructions through military satellite to Frankfurt to flip votes from Trump to Biden on election night under direction of US persons. Willing to testify.#ItalyDidIt

Here's an overview of key adoption metrics for deep learning frameworks over 2020: downloads, developer surveys, job posts, scientific publications, Colab usage, Kaggle notebooks usage, GitHub data.

TensorFlow/Keras = #1 deep learning solution.

Note that we benchmark adoption vs Facebook's PyTorch because it is the only TF alternative that registers on the scale. Another option would have been sklearn, which has massive adoption, but it isn't really a TF alternative. In the future, I hope we can add JAX.

TensorFlow has seen 115M downloads in 2020, which nearly doubles its lifetime downloads. Note that this does *not* include downloads for all TF-adjacent packages, like tf-nightly, the old tensorflow-gpu, etc.

Also note that most of these downloads aren't from humans, but are automated downloads from CI systems (but none are from Google's systems, as Google doesn't use PyPI).

In a way, this metric reflects usage in production.

There were two worldwide developer surveys in 2020 that measured adoption of various frameworks: the one from StackOverflow, targeting all developers, and the one from Kaggle.