When we say that "an algorithm is biased" we usually mean, "biased people made an algorithm." This explains why so much machine learning prediction turns into phrenology.

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Accountancy is more likely to be mocked than celebrated (or condemned), but accountants, far more than poets, are the unacknowledged legislators of the world.

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Though "bean counters" are employed by firms, they are notionally bound by a professional code of ethics every bit as serious as the Hippocratic Oath: "count things honestly." Without an accurate accounting of quantities, you can't make good decisions on quality.

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Though accountancy concerns itself with counting things, it is inextricably bound up with the realm of ideas, and accounting conventions (how you account for things) are philosophical matters, not empirical ones.

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It's no coincidence that #ModernMonetaryTheory owes more to accountancy than it does to economics. Economic accounts of the economy have an unfortunate tendency to proceed from first principles, creating models based on pure reason, without checking in on the actual world.

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For example, neoclassical econ's "homo economicus," the rational value-maximizing actor who populated so many models; or economists' insistence on targeting inflation with interest rates; or treating national "debts" like they were household debts.

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The US election news has largely overshadowed a seismic moment in global finance: Ant, a fintech company that spun out of Alibaba/Alipay, was scheduled to have the world's largest IPO, topping even Aramco, the Saudi sovereign wealth fund.

Then Chinese regulators canceled it.

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As @yvessmith writes in her excellent @nakedcapitalism breakdown, the consensus narrative on this is capricious Chinese regulators changed their minds and jerked the rug out from under Ali's billionaire owner Jack Ma.

The reality is a lot

To understand it, you need to understand the difference between the Chinese and American "money story." In the US, there is widespread, unquestioning faith in the fairytale that money predates the state and is separate from it.

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In this story, people come together to trade but are plagued by disparate goods: if I want to pay for your chickens with a cow, how do you make change? They spontaneously decide that something (gold?) is money and price their cows and chicks in it.

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Then, governments come along tax our gold away, and then to add insult to injury, governments abandon gold and insist that paper is as good as gold, print too much of it and crash the economy!

This probably sounds familiar to you, but it's just not true.

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It's been eight years since @aaronsw took his own life. Aaron had been charged with 13 felonies under the Computer Fraud and Abuse Act (#CFAA) for violating the terms of service on the @JSTOR database of scholarly articles.

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Prosecutors Stephen Heymann and Carmen Ortiz didn't dispute that Aaron was allowed to access the articles he retrieved. Rather, they said that the WAY he accessed them (using a script instead of clicking on links) was a terms-of-service violation and hence a crime.

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In other words: any business could conjure a felony out of thin air by making you click through an unreadable garbage-novella of legalese proscribing the use of a service they granted you access to. Violate any of those terms and you face a prison sentence.

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This isn't law as we know it, it's Felony Contempt of Business Model, and the most alarming thing was that this interpretation of the CFAA wasn't completely ridiculous, given how badly drafted that law is.

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Ronald Reagan signed CFAA into law. Fed prosecutors had been seeking broad authority to punish "hacking" and had drawn up an absurdly broad definition of cybercrime that would give them latitude to go after anyone they didn't like.

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Inequality requires narrative stabilizers. When you have too little and someone else has more than they can possibly use, simple logic dictates that you should take what they have.

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The forbearance exercised by the many when it comes to the wealth of the few isn't down to guards or laws - rather, the laws and the guards are effective because of the STORY, the story of why this is fair, even inevitable.

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Think of the story of monarchy and its relationship to the Church: the Church affirms that the monarch (and the aristocracy) was chosen by God ("dieu et mon droit") and the monarchy reciprocates by giving the Church moral and economic power within the kingdom.

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Capitalism replaced the story of divine will with a story of a self-correcting complex system: humans are born and raised with a variety of aptitudes and tastes, and at any moment, historical exigencies dictate that some individuals are better suited than others to do well.

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When it's railroad time, there are people who were born to oversee the laying of track and the coordination of rail networks: markets find those people, allocate capital to them, and allow them to mobilize that capital to produce shared prosperity for all of us.

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~8yrs ago (Dec’12) I got a job @Google. Those were still early days of cloud. I joined GCP @<150M ARR & left @~4B (excld GSuite). Learned from some of the smartest ppl in tech. But we also got a LOT wrong that took yrs to fix. Much of it now public, but here’s my ring-side view👇

By 2008, Google had everything going for it w.r.t. Cloud and we should’ve been the market leaders, but we were either too early to market or too late. What did we do wrong? (1) bad timing (2) worse productization & (3) worst GTM.

We were 1st to “containers” (lxc) & container management (Borg) - since '03/04. But Docker took LXC, added cluster management, & launched 1st. Mesosphere launched DCOS. A lot of chairs were thrown around re: google losing this early battle, though K8 won the war, eventually 👏

We were 1st to “serverless” (AppEngine). GAE was our beachhead -- it was the biggest revenue source early on but the world wasn’t ready for serverless primitives. We also didn’t build auxiliary products fast enough. Clients that outgrew GAE wanted “building block” IaaS offerings.

1st to hadoop (map-reduce ‘04) but our hosted Hadoop launched in ‘15. AWS EMR was ~200M ARR by then. 1st to cloud storage (GFS ’03), but didn’t offer a filestore till ‘18! Customers were asking for it since 2014. Didn’t launch archival storage or direct interconnect till v. late.

🙋🏾‍♀️ In 2011, I was hired into my first junior role in tech @Groupon

👩🏾‍💻 By 2020, I was headhunted into a VP role in a global tech company @Brandwatch

🤖 I achieved this progression in less than a decade, without ANY coding skills

🔮 How did I do it?

*a thread*

🤓 I established a track record of results.

💪🏾 No magic formula can replace hard work: do your job well & hit all the targets you are set.

😬 When you're struggling, ask for help so you can stay on track to get results, or collaboratively adjust targets.

🎨 I stayed creative.

🧙🏿‍♀️ When challenges arose I was bold enough to try new solutions. Not everything worked, but constantly trying produced valuable innovations.

🧠 I was proactive in finding new, better ways to get the job done.

🤩 I was a self-promoter. I recorded my achievements & ensured they were mentioned in any performance / compensation reviews.

😎 I put myself forward for any opportunities to gain recognition e.g. speaking opportunities or awards.

👀I actively worked on gaining visibility.

🙂 I was myself. Some say you need to be ruthless to succeed. I don't buy it. I'm a nice person so I'm nice at work, too.

❤️ I didn't fake it. I always acted on my values, and spoke up when something didn't feel right. I showed integrity.

🤗 I was a team player. To everyone.

The ancient struggle was not having enough.

The modern struggle is having too much.

Too much news, too much sugar, too much of everything at your fingertips..There's only 1 way out.

Let's lay it out:

On one side, you have "Team Dopamine":
* 24/7 news cycle, full of clickbait headlines
* Social Media, friend's pics that disappear in 24 hours
* Endless varieties of sugar & porn

going up against your tiny, 3 pound brain running 20,000 yr old software

Even if you are a smart person who tries their best to stay healthy & happy... you are going up against Fox News, TikTok, PornHub, Robinhood, Instagram

These are weapons of mental destruction.

Thousands of our smartest engineers & data scientists work at these companies.

They run constant experiments. Fighting against each other for every moment of your attention. So you open THEIR app.

It's skinner's box, rats pushing buttons for rewards. But you're the lab rat.

So what do we do?

We have everything. More than any species, at any time period in history. It's wonderful...but also deadly.

Food injected with syrup sugar
Painkillers you can't live without
Video games where you can fly and kill
Porn better than any date you'll ever have