Financial crime of the century. Part 1:

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.

1 of 16: WE ARE ALL JEWS HERE: THE STORY OF RODDIE EDMONDS

One of the most moving and relevant stories of the Battle of the Bulge, or any American Soldier in any war, is that of Master Sergeant Roddie Edmonds, a Knoxville, Tennessee native, who served with the 106th Infantry.

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Roddie was captured early on in the Battle of the Bulge, on December 19th, when Panzer forces plowed through his unit.

He, along with almost his entire regiment, was forced to surrender.

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The men were transported to the Stalag IX-A POW camp in Ziegenhain, Germany.

Roddie was the senior enlisted American Soldier at the site. As such, he was the conduit between all American Soldiers and their German captors.

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In late January, the camp’s commandant, Major Siegmann [pictured here], ordered Roddie, a Christian, to identify all Jewish Soldiers and order them to stand in formation by themselves the next day.

[Jewish Soldiers were a minority within American units]

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Throughout WWII, captured Jewish Soldiers were often tortured and then killed by their German captors.

In fact, Jewish Soldiers had been told to bury their dog tags before capture. The dog tag identified Jews with the letter “H” for Hebrew.

Bharat: Advancement of earth’s earliest civilization

Glorious Vedic Architecture and Temple

Architecture in India was an extremely rich form of expression and highly developed science, with a deep heritage of spirituality in it. #FreeHinduTemple

The centre of all architectural development was the temple and temple or Mandir was the earthly home of God, and like the launching pad for the devotee’s consciousness to soar toward the Divine and the spiritual world.

The murti or deity of the Divine would be placed in the temple sanctum, around which all temple activity would revolve.

Such buildings were often elaborately decorated with stone, wood, plaster, etc. and carved or cut to depict the stories from the Puranas or other sacred texts

Temples were always the centre of religious, social and educational activities, practically more so in
ancient times than today.

During a span of more than two thousand years, various dynasties were known for constructing glorious temples,

some of which include the Mauryan, Ashoka, Gupta, Satavahana, Chedi, Chandella, Chalukya, Solanki, Pallava, Shola, Hoysala, Vijayanagar, and others.

Many of these temples remain beautiful architectural wonders today.