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Hottest day of the year in the US varies by 3 months from California to Texas, which is only about half the width of the country. I would imagine the region you're in has a different hottest day of the year from say Kashmir or your neighbor Sri Lanka.

The three months difference must be based on a wild corner case. What cities are you basing that statement on?

I played around with weatherspark and all the places I tried looked like this :

https://weatherspark.com/compare/y/1705~8813/Comparison-of-t...


3 months? Wow. It should be impossible to put seasons on a shared calendar for the whole country.

You can get some black "machinist's layout bluing" which will stain it better than a sharpie would. It's not going to be a perfect color match but better than 50%

>while ensuring you can't do inconvenient things like say, bulk exporting your own data

I think this is the key; I want my analysts to be able to access 40% of the database they need to do their job, but not the other 60% parts that would allow them to dump the business-secrets part of the db, and start up business across the street. You can do this to some extent with roles etc but MCP in some ways is the data firewall as your last line of protection/auth.


I'm pretty sure you just described Little Caesar's Pizza business model. I recall way back they were $5 but even today here in California their large pepperoni is only $10 where competitors are charging $27-35

The studies go back way earlier than that; there's a reason why they call them "newspaper columns"

You need a non-electronic way to bill land owners for property taxes. That's it. Physical snail-mail is the de-facto way for the government to legally serve property taxes and other bills to private citizens. Yes we live in 2026 and everyone has email, but there's no legal requirement to give the government your email address, or even have one. You are however, legally required to provide a mailing address for your property tax bill to be sent to.

Sure, by that standard we could probably reduce to weekly or even monthly mail service. It's been suggested since at least 2008 we drop Tuesday mail service as almost nobody sends mail on Saturdays and there's no mail service on Sundays.


Who says anything about e-mail? Government could legislate specific government electronic inboxes, with e-mail and SMS notifications of delivery, as has been happening in several, if not all EU countries.

I haven't got a snail mail from my government for years at this point, nor did I needed to send one that way.


I pay all of my property taxes online.

That's wonderful: the option of a payment portal isn't the point. The purpose of snail mail is process can be served prior to seizing/applying a lien on the property when you don't pay (online or otherwise.)

I'd be interested in seeing the source for this if you have a moment

some kind of top-level metric like avg tokens/task would be useful. e.g. yes stepfun is 5% the price of sonnet, but does it use 1x, 10x or 1000x more tokens to accomplish similar tasks/median per task. for example I am willing to eat a 20% quality dive from sonnet if the token use is < 10% more than sonnet. if token use is 1000x then that's something I want to know.

added https://app.uniclaw.ai/arena/model-stats

also added per battle stats in battle detail page


According to openrouter.ai it looks like StepFun 3.5 Flash is the most popular model at 3.5T tokens, vs GLM 5 Turbo at 2.5T tokens. Claude Sonnet is in 5th place with 1.05T tokens. Which isn't super suprising as StepFun is ~about 5% the price of Sonnet.

https://openrouter.ai/apps?url=https%3A%2F%2Fopenclaw.ai%2F


> the most popular model

It was free for a long time. That usually skews the statistics. It was the same with grok-code-fast1.


Exactly. When I read the headline I thought: "Ofc it is, its free."

I should have clarified I didn't use the free version...

I used to use these various models for my claw-like and what they had a habit of doing is taking way more agent rounds and way more tokens to produce something that Sonnet would produce from far less. My total cost ended up being the same to do useful things.

the real surprising part to me is that, despite being the cheapest model on board, stepfun is often able to score high at pure performance. Other models at the same price range (e.g. kimi) fails to do that.

Glm also has their subscription witch I would assume heavy users to use.

The fact that even they struggle with github actions is a real testimate to the fact that nobody wants to host their own CD workers.

> The fact that even they struggle with github actions is a real testimate to the fact that nobody wants to host their own CD workers.

What a weird takeaway


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