Yoga employs more Americans than coal. But compare and contrast 1/2

On October 16 2020, a secondary school teacher named Samuel Paty was beheaded with a meat cleaver in the street of a small town 20 miles down the Seine from Paris. 1/x

Paty's murderer, a young Chechen refugee, had never met the teacher. The killer was incited to the crime by a multi-day campaign of defamation and disinformation on French social media. 2/x

For 5 years, Paty had taught his classes a unit on free speech and its limits in a democratic society. As part of the discussion, he showed his students some of the famous Charlie Hebdo cartoons - after inviting those who might be offended to leave and then rejoin the class. 3/x

One parent of one student - not the student herself - then set in motion a campaign of denunciation against Paty. And the result was a crime that shocked France and pulled tens of thousands to vigils and protests. 4/x

France has suffered terrible crimes in the name of religion before the Paty killing. We're only 5 years from the horrifying nightclub attacks that killed 130 in November 2015. But past attacks caught France by surprise. This murder announced itself in advance. 5/x

Trump tweets about his health remind me of a story my late father-in-law Peter Worthington told about covering the Six Day War in 1967 ... 1/x

Pete was in Cairo on the day the war started. He was awoken early by air raid sirens. He turned on Radio Cairo to listen for news. Time passed until an announcer delivered a bulletin. "The Zionists attacked at dawn. We shot down six of their planes and suffered no losses." 2/x

Pete shaved and prepared to go visit the air ministry for himself. The announcer returned to the air. "Update: we shot down TWELVE Zionist planes and suffered no losses ourselves."

He understood the Egyptians had suffered a bad defeat. 3/x

He finished dressing, knotted his tie, and the announcer was back.

"Update again. We shot down FIFTY Zionist planes and suffered no losses ourselves."

That's when he realized that the entire Egyptian air force had been wiped out.

4/x

(NB I may have the figures wrong in the anecdote, I'm telling the story from memory, but you get the idea.)

5/x

In an early episode of "Mad Men," the young striver Peggy Olson faces a traumatic experience. The principal character, a man whose life is built upon falsehood and evasion, offers his life advice: "It never happened. It will amaze you how much it never happened." 1/x

With the Tanden nomination, we are watching congressional Republicans put Don Draper's advice into effect.

They supported a profoundly corrupt, cruel, vituperative, and generally immoral and unethical president at the head of an inept and unethical administration. They knew it!

But of course those senators never said so. They were scared and they were shamed. Maybe they stopped some bad things - or at least they tell themselves they did. But the experience had to have been profoundly humiliating for almost all of them. And these are not humble people.

So how do they cope? They follow Don Draper's advice. "It never happened."

The Tanden nomination is the opportunity to rev the pretense loud and fast.

The lady was occasionally indecorous! Even ... sometimes ... untoward. We can't have THAT in the US government!

Hypocritical is not really the word to describe this behavior. It's more a kind of post-traumatic coping mechanism, a denial of the radical abuse that they also suffered, along with US allies worldwide, people of integrity in govt service, and so many bereaved American families

You're hearing a lot of talk about "irregularities" in the election of 1876 that led to a "disputed" outcome. What is being referred to in this hazy terms?

Across the state of South Carolina, white conservatives had used terror and massacre to deter former slaves from voting in 1876. Here's the story of an attack upon the small town of Hamburg in July

Hundreds of black South Carolinians were killed by white conservative militias. Blacks fought back in many places, but they were out-gunned.

The killings were not spontaneous outbursts. They were part of planned campaign of anti-black voter

Some of the elements of the conservative plan to suppress black votes in South Carolina in 1876 sound queasily familiar in our own time, adjusting for the antique language and technology.

But back of it all was terror and violence, more violence than could be contained by the limited federal forces in the area - who were anyway constrained by the white conservative Democratic House majority elected in 1874.

In February 1981, pro-Franco army officers attacked the Spanish Parliament hoping to halt Spain's evolution toward democracy and liberalism. 1/x

The coup was soon suppressed, in large part because of a miscalculation by the dying Franco regime. In 1975, the regime had restored the old Spanish monarchy, hoping to glamorize authoritarianism. Instead, King Juan Carlos opposed the coup - and most of the army obeyed. 2/x

Here's where the story gets interesting for our current purposes ...

The coup launched to thwart Spain's shift to democracy instead consolidated Spanish democracy. The next year, 1982, social democrats won the biggest landslide in Spanish electoral history. 3/x

The elected social democrats formed a government without a single minister connected to the old regime. State support of the Catholic church ended. Family law was modernized, minority language rights were protected. If Franco had opposed it - the new Spain wanted it. 4/x

The process was not instant. Not until 2019 would the state remove Franco's remains from the lavish tomb he built to himself. But the process was inexorable. The pro-Franco attempted coup guaranteed the total doom of Francoism in Spain. 5/x

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.

Linux code injection paint-by-numbers.

Can we launch a process that looks one way to (superficial) auditors but is, in fact, entirely different? (Think process hollowing and the like on Windows).

Firstly, how are processes created and what does related auditing look like?

The most common pattern is fork() → execve(). Where the fork() syscall create a duplicate of the running process context and execve() overlays a copy of the target program onto that context.

After calling fork(), we’ll have two processes, the original one and a new - duplicated - one (with a new pid).

Control will return from fork() to both process instances. In the child process, the return value will simply by 0, in the parent it will hold the pid of the child.

Thus we can determine whether we are running in the child context and call execv() accordingly, while allowing the parent to continue.

Now, let’s take a look at where the auditing hooks lie. From calling execve(), we’ll eventually land up in exec_binrpm().

Dear journalists, venture capitalists, TikTok teens and other ThinkFluencers: before hot-taking on how to regulate online speech, please consider reading some of the foundational work in this area.

Start with @Klonick's groundbreaking

Follow with @daphnehk on the overall regulatory structure of online

Read @jkosseff's book before ever typing 2-3-0 on your

Read @evelyndouek on the risks of coordinated

Pre-order @jilliancyork to understand the global human-rights