Awesome ! Does this use https://mage-bench.com/ , or is it a separate project? I ran 4 local models in a tournament recently with mage-bench on an RTX 5090 ; Qwen 3.6 27B won narrowly over Gemma 4 .
If you push a change, or you approve, you're responsible for the change and its effects later. Regardless of size. If change is too big, tell your teammates its too big to review and to refactor to bite-size with their great coding agents. Use AI models also for review of large changes, consider a checklist . Setup CI and integration tests (also can be AI assisted)
I think this is bad strategic precedent for the USA, to save few bucks now. I believe in the Jones Acts original purpose, to protect the US Merchant Marine , for that industry's necessity during wartime
My workplace uses Ada SPARK for high-integrity automotive software, ported from C or C++.
IIUC, the contracts and static proofs can replace some activities like isolated unit tests for C++ .
I think the water use arguments are relevant, particularly in regions of the world and US (CA) where potable water is scarce, but land and electricity are available .
>> This can be achieved through air cooling using water evaporation, which is an open-loop and more water-intensive method, or through server liquid cooling.
Article mentions the climate and growing conditions for citrus are specific so there were few locations where citrus was produced that were integrated to world trade; mild temperatures above freezing, irrigation, and rich soil.
The article mentions large lemon exports from Sicily all the way to New York; and California wasn't a united state or developed market producer of fruit at this time.
Also, in my learning 'street smarts' as an adult , one lesson tougher people including my wife have taught me , is to trust your gut instincts if you are in a neighborhood or situation and you feel unsafe.
Valley Fair did complete a major renovation about by December 2022,
and I agree that is a glaring omission in Westfield's PR statement.
It doesn't refute that Westfield Valley Fair is booming and bustling, since the renovation. I live in Santa Clara like 1 mile from Valley Fair, and visit frequently to shop for gifts.
Subtly, completing the renovation improved the pedestrian circulation in the mall, there aren't dead-end wings now.
Valley Fair is very busy, like many people there on any weekend and most evenings, but not inconveniently so. Busier than any other commercial venue I've seen post-pandemic. On weekends some restaurants there have long lines that I don't understand to wait in, I'll go eat later at a neighborhood restaurant.
The slow driving traffic that I've encountered is when I leave at 9pm when the mall closes and there is mass exit. I could the 1 mile too, or bike or scooter, but I often drive.
I'm less familiar with put and call options , compared to common shares and selling short;
But one of the challenges to sell short, compared to buying long, is that your upside is limited and liability unlimited.
Whereas the inverse for common stock, upside is unlimited and liability is limited.
If you place 176 bets and win big 8,
I think will be more successful buying long , like the venture capital model.
As a Finger Lakes, NY alumnus, I appreciate the respectful comparison to our regional vintage.
Reportedly the moderated microclimate of the region due to lakes,
and the glacial soil terroir are good combination.
Cornells agricultural school also researches experimental varietals.
My NY family puts as much pride in the local apples and the summer sweet corn as the regional wine.
Most of the middle class in America has a salary, or at least a paycheck, but distressing little cash saved.
But they do pay the taxes that pay the bills.