Just the last 3 weeks of 2 years average data retention is 3%. That would destroy a lot of companies. So the "which 3%?" is a big question.

Clearly Mr. Kessler had advised Mr. Huang that Megaspeed had paid the appropriate bribe and they were cleared to receive product. After inquiring with Commerce about the awkward investigation of sanctioned sales the problem went away for a time, until an internal audit tripped on the fact that it was legally prohibited and the sanction illegitimate. So they tossed it over the fence to DoJ for the cover-up and investigation of the whistleblower since that's their primary line of work these days. DoJ was busy shredding Epstein files, persecuting liberals and clearing murderous feds, so they didn't do a proper job of the coverup before the pesky press found the hanky panky. Now they have to throw Mr Kessler under the bus for reporting to Mr. Huang that the grease was in, and sorry about the dirty linens.

Getting him replaced was probably the point of the honeypot operation. He is highly effective. China wants to compete. Getting him removed improves their competitive position.

Studies show it takes 30 days for employees suboptimize efforts to adjust output to get results that fit new performance metrics.
Its not just that THIS performance metric was pants-on-head stupid. Its the entire idea that a new performance metric will accomplish anything other than employees tailoring efforts to meet that new metric at the expense of job performance and meeting actual organizational goals.

More people do office work than ever before.

This story is so old it was the reason for Unix. Once the platform controls the essential business process, it owns the business. You work for them now, and all your aspirations are moot.

Huge number of the worlds threat actors are Russian, and no matter what they claim the attackers are state sponsored.
They should have been entirely isolated from the internet years ago, but data centers getting slagged also means a drop in cybercrime and sabotage

I don't know if you're a russian bot or some deluded idiot, but it amuses me to do a breakdown of your post.

NATO turned what was originally intended to be a mostly peaceful show of force like the temporary invasion of Georgia into a war of attrition.

First of all the "peaceful show of force" "temporary" invasion of Georgia involved a few hundred dead in the first two days, and another 5000+ civilians killed in the ethnic cleansing after that, all for a land-grab to seize control of territory covering half of Georgia's coastline that Putin wanted.

Secondly, the "peaceful show of force" "temporary" invasion of Ukraine involved hundreds dead, ballistic and cruise missile attacks on all of Ukraine's largest cities, and Putin publicly admitting the goal of overthrowing the Ukrainian government... and that's just within the first 36 hours. Within two and a half months Russian officials began admitting the intent to permanently annex parts of Ukraine, proceeding with a constitutional amendment a few months later claiming to annex vast territories that Russian had not remotely taken control of, and which Russia is not remotely capable of capturing. Donetsk alone has a population of over a million, two million if you include the metro-area. Russia spent months and many thousand of lives to capture, and later lose, villages in the range of low tens of thousands.

Remember WWI when the lines were pretty much static for years and then suddenly it was all over?

Yes, I remember. As I recall it wasn't exactly "sudden". As I recall... Russian casualties were around five million killed, wounded, or captured, the Russian economy was collapsing, Russia was running out of food, and Russian literally lost it's own capital to civilian rebellion. A few months later the Russian government collapsed and surrendered vast territories including Finland, Estonia, Latvia, Lithuania, parts of Poland and Ukraine to Germany and its allies (known as the Central Powers). Right about that point the U.S. joined the war reinvigorating the Allied Powers. Germany&friends knew they couldn't win a protracted war. They attempted a quick win, and, in short, they failed. The Allied powers steadily beat them down, with the allies eventually breaking through the lines and progressively liberating territory. With the Allies steadily advancing and the war obviously lost, German forces began rebelling and Germany surrendered.

That's what's happening here. Russia has most of Donbas plus a buffer zone in some other regions that directly border Russia. Ukraine is throwing men at the front lines for Russia to kill but is running out. Territory held is largely irrelevant compared to the number of men killed and weapons destroyed.

So much to unpack there, but it's amusing how you cite "territory held is largely irrelevant" given that the tide has turned and Ukrainians are now the ones breaking through lines and liberating territory from Russian occupation. It's not much yet, but all the map trackers show the reversal. Russia is now officially loosing more territory than they gain. Russia WAS slowly gaining small bits of land, largely through sending meat waves of untrained ill equipped soldiers at Ukrainian lines until the Ukrainians ran out of ammo and had to fall back. However now 7 out of 10 Russians killed are killed by drones. The "no man's land" between the two sides is now many kilometers wide. Any Russian trying to advance gets hit by a drone. Russia has also losing on average 1 air defense system every day, and rapidly depleting. Russian supply lines are getting pummeled by drones. Russian refineries are getting pummeled by drones, with progressively worsening fuel shortages for both the military and for the increasingly rebellious population. Cheap advanced Ukrainian drones are taking out expensive crappy Russian drones, including Russian's new jet-drones. Practically every country on earth is asking Ukraine for their military drone tech, the Russians can't remotely match it. Russian's economy is also fucked, but that topic pretty needs a separate book to cover.

Interesting side notes on weapons destroyed. Russia is destroying it's aircraft almost as fast as Ukraine is, between incompetence and maintenance failures and friendly fire shooting down their own aircraft. Also the nation that is the biggest donor of tanks to Ukraine is... Russia. Ukraine captured countless Russian tanks intact because the Russian military is so abysmal incompetent and corrupt. And as I mentioned, Russian air defense units are depleting. The war is now approaching 5 years, longer than the entirety of WW1. Ukraine is a small fraction of Russia's size, and Russian is literally losing and headed towards another soviet-union-style collapse. The biggest shock to the world of this entire war is just how worthless Putin has made Russian military, through systemic corruption and systemic incompetence.

Polls show the Ukrainian population isn't interested in surrendering. They are defending their homes. It's simple, the war will end when all the soldiers go home. When Russian soldiers go back to their homes in Russia, and when Ukrainian soldiers go back to their homes in the currently occupied parts of Ukraine. Although that's not likely to happen until Putin either expires or is overthrown. Not only is he fanatical enough to drive his country to collapse in the attempt, he knows if he did end the war in failure he'd get killed or overthrown for it.

Anyway, pointless reply to a bot or a useful idiot. But maybe some random passer-by will find some bits interesting. I don't know about the rest of the world, but mainstream US news rarely mentions the Ukraine war anymore, and certainly not in any detail.

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It's not like you can't use another model to validate the results you got with one model. That's a step you should be taking anyway. It's actually built into the system for test/dev of the agent and inference model itself. Active supervision, sandboxing and all that.

It seems so. Although Netcraft confirms it is (ahem) a rounding error.

This post may contain historical references to Microsoft press releases you are not aware of.

I remember when they introduced that. That was hilarious.

What would you expect the CCIA to say? Vibe code the replacement?

Their servers go down because they DDOS themselves demanding more cert renewals than they can support. The blog certificates expire and browsers refuse to load your cat memes.

I ran this through the translator. "Having a dedicated home with Prime Video allows us to build on that legacy with unprecedented global reach and a broader commitment to the Television Academy and our mission throughout the year."

It came out "Jeff offered more money."

This is all about getting us to have warm fuzzy feelings for our Flock protectors. Probably so we are willing to report the vile criminals who vandalize them to steal the valuable metals and precious SSD, HDD and memory components inside.