DoomPosting

BREAKING : Volkswagen Volkswagen plans to cut as many as 100,000 jobs 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

One of these is considered an existential threat to Europe 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

Mfs will look at this and just be like, yea all those satellites are totally just for fast internet and deff no other reason 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

Be thankful that this is not obvious 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

Ummmm… 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

Ekaterina Malkova is the first Russian high school student to get 100/100 in five separate subjects on the Unified State Exam in its 25 year history. The subjects were Russian, advanced math, physics, chemistry, and IT. This is how EHC looks like, how does it make you feel. 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

I've written a guide to BREATHING CLEARLY. And more specifically, the main focus is on quitting Afrin and other decongestants that do work, but are addictive. 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

Quick peak into more of the analysis of our next-gen trading model == LEFT CHART - STRATEGY GENERALIZATION PLOT: == This is the most important plot This shows the ability of our top-performing carefully-engineered objective function to rank strategies based on their performance on e.g. 100 days of seen data, so as to maximize performance on the subsequent 100 days of unseen data Ideally, though generally impossible, would be this point cloud exactly matching the diagonal line, e.g. 100x on the seen data -> 100x on the unseen data Worst-case, you want to outperform the horizontal line, e.g. 100x on the first half -> 1x on the second half As you can see, our new method excels incredibly, achieving a point in the middle, while balancing well for things like drawdown duration: 100x on the first half -> 10x on the second half. = Surprisingly good generalization ability, And you can see all the quality measures sloping upward as you approach the top-ranked strategies. Very hard to achieve. == RIGHT CHART: == Here’s more details on the performance of an ensemble of those top strategies from the left chart looks like Through careful ensembling methods, you can see it achieving an incredible ~80% of the days higher than the previous days, and a compounding ROI of 60x over this duration, with quite smooth exposure over time Remember that it’s quite a huge challenge to achieve performance with this kind of “skew” — of simultaneously achieving (1) drawdown of just 20% of the days, while still (2) achieving high ROI — Usually these 2 things are in strong conflict, fairly easy to get either one while totally trashing the other, very hard to get both But that’s what we achieved, and now set to launch this new model For comparison, our current model achieved strong ROI, but was much weaker on the preventing of drawdowns. This new approach achieves both, thanks to big advancements in: (1) Better objective functions (2) Better ensembling methods (3) Better AI guided search of the strategy space, vastly speeding up searches that’d otherwise take millions of years to brute force Lots more to the math, but these are the most important concepts: (1) Very strong generalization performance on a proper future holdout set — Left chart (2) Good characteristics of the selected ensemble — Right chart (3) Excellent performance in live forward testing, matching the backtesting shockingly well ^^ There’s a brief glimpse into the math going on behind the scenes with a real, proper AI memecoin trading system — AFAIK the first of its kind? 🄳🄾🄾🄼🄿🄾🅂🅃🄸🄽🄶

Women don’t prefer dad bods because they find them more attractive. They prefer them because they know these men are more likely to be beta providers after they’ve had their fun riding the Chad cock carousel 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

No way 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

— Western analysts report on the construction of another air defense ring in Moscow, this time for the S-400 air defense system. Satellite images of the capital have revealed at least 5 new platforms of similar size and appearance, some of which are already hosting S-400 air defense system vehicles. 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

I took the new AA-Briefcase scores from ArtificialAnlys (basically having the AI do multi-week consulting gigs with a lot of complexity) and graphed the frontier curve for open and closed models: 1) Surprise, rapid gains! 2) The open weights gap is clear 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

EU: 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

Aussie father says his ex wife manipulated his son to hate him 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

As the EU propagandizes their citizens to suffer through heat waves without A/C to do their part fighting the climate crisis - this is China 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

Have some perspective 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶

— After a visit to Russia, Lukashenko arrived in China. The meeting with Xi Jinping has already begun. 🄳🄾🄾🄼🄿🤖🅂🅃🄸🄽🄶