“1st acknowledge the brave men and women of law enforcement,” not condolences to the family first. Also, the cops engaged the shooter before he entered the school, and they are still alive? Finally, cops went in and pulled their own kids out during the active shooter threat. WTF?

1 There's a chasm between an NLP technology that works well in the research lab and something that works for applications that real people use. This was eye-opening when I started my career, and every time I talk to an NLP engineer at @textio, it continues to strike me even now.

2 Research conditions are theoretical and/or idealized. A huge problem for so-called NLP or AI startups with highly credentialed academic founders is that they bring limited knowledge of what it takes to build real products outside the lab.

3 A product is ultimately a thing that people pay for - not just cool technology or user experience. But I’m not even talking about knowledge gaps in go-to-market work. I'm talking purely technical gaps: how you go from science project to performant + delightful user experience.

4 Most commoditized NLP packages solve well-understood problems in standard ways that sacrifice either precision or performance. In a research lab, this is not usually a hard trade-off; in general, no one is using what you make, so performance is less important than precision.

5 In software, when you’re making something for real people to use, these tradeoffs are a big deal. Especially if you’re asking those people to pay for what you’ve made (can’t get away from that pesky GTM thinking). They expect quality, which includes precision AND performance.

Have you ever wondered why the sons and daughters of the colonial chiefs and guards who were collaborators live a good life while those of the MAU MAU fighters live in abject poverty?

***THREAD***

It should be known that the colonialists reached a point that they knew they had 2 leave Kenya since they couldn't handle the Mau Mau war & the world was moving toward accepting independent Africa.However,the colonialists devised an evil scheme that still eats Kenya upto this day

Under this scheme, the colonial state came up with a plan that saw the first crop of chiefly “big men” being empowered financially to take their children to schools and eventually have those children go to England for further studies...

...and eventually providing a ready-made socio-economic & political class whom state power could be entrusted in the post-colonial era.This explains why their children & grandchildren still hold majority of important positions in govt or in the private sector supported by state.

This also explains why children and grandchildren of these homeguards are always given preferential treatment when it comes to government appointments. Wewe na masomo yako you are always asking why you can never get a job in government...yet you're qualified..now you know.

#TodayInHistory Ram Prasad Bismil,Ashfaqullah Khan and Roshan Singh are hanged in 1927, as they give up their life for the cause of freedom and inspire many a revolutionary. #LestWeForget

Shahjahanpur was a hub of revolution during the freedom struggle. Most of the revolutioaries in the North, were from this town. And among them, the most famous were two friends, whom destiny would bring together- Ram Prasad Bismil and Ashfaqullah Khan.

Ashfaqullah Khan was born at the turn of the 20th century on October 22, while Bismil was born 3 years earlier on June 11, in the same town. Both of them were excellent writers in Urdu and Hindi.

Both of them would come together under the Hindustan Republican Association, not to mention the fact that Ashfaq was an admirer of Bismil’s poetry, and became close friends with him on that account.

And both these men were hanged on the same date, December 19, 1927 for their involvement in the Kakori event. Two men from different religions, different backgrounds, yet destiny would bring them together.

A distillation of what @naval said on Clubhouse last night:

What you call chaos I call spontaneity.

A regimented life is like a heartbeat that's non-chaotic; it's a system that’s too ordered. It doesn't have any life to it. And real life has lots of ups and downs, some of them very extreme.

I over-plan, but planning is pretty useless. What tends to dominant life are a small number of Black Swan events in both directions, positive and negative.

Expose yourself to asymmetric upside and lots of good options: things that can become massively important for you.

And you want to avoid the asymmetric downside: anything that can end the game, whether it's through financial ruin, or reputational ruin, or physical ruin.

That requires a certain amount of chaos and spontaneity.

If nothing else, 2020 taught the power of optionality.

We think about planning as linear and controlled, but that's not how the world around us works anymore.

The world is dominated by nonlinearities, so understanding options value is far more important.

1. Now that Stan Lee is being eulogized far and wide, it's important to remember how marginal Stan Lee and his collaborators (Jack Kirby and Steve Ditko) were in the 1950s and 1960s.

2. Marvel Comics (before that Atlas) was just a cog in the machine of a bottom pulp publisher run by Martin Goodman, the husband of one of Lee's cousins. It was the lowest of the low in the publishing world.

3. Now Mario Puzo (not yet the author of the Godfather) shared offices with Stan Lee in the 1950s and 1960s. Puzo wrote for garrish men's adventure magazines and, like Lee, dreamed of writing a novel & breaking out. But Puzo looked down on Lee.

4. Flo Steinberg, 1960s secretary at Marvel: "They were always making jokes about us. They'd come in and giggle. mario Puzo would look in and would see us all working on his way to the office and say, 'Work faster, little elves. Christmas is coming.'"

5. When JFK was killed, the whole office of Magazine Management was stunned and quiet. Except Lee. He continued working. "He was still working on the comic books," Puzo said. "Like that was the most important thing in the world."