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Try aider.chat - it is a cli you can add files for context and it will make edits to the code directly via a commit.

Portfolio diversification

What we did was mock it to make the http request blocking.

Alternatively you can use ngrok(or similar) and a test task queue that is calling your service running on localhost tunneled via ngrok.


This is a regressive tax that hurts low skill and low wage workers proportionately more since basic necessities of life are going to increase in price - it will be a much larger share of wallet than rich. This will not materially change purchasing behavior of very rich (save maybe waiting to buy a car due to increased pricecs)

It would be beneficial to increase taxes on the massive service economy and use the proceeds to subsidize lower wage industries.

In trumps first term after tariffs affected farmers, they had to subisidize them to keep them afloat. It didn't quite work the way it was intended. The trade war relief program in the first term spent $30bn keeping farmers afloat.


trevor milton donated $2mm to trumps re-election campaign. he got pardoned. any bribe is not nothing if $2mm gets you off after doing brazen fraud.

When I started using bigquery almost 10 years ago, it was obvious from the documentation and running queries in the console that LIMIT does not change the price of the query since it doesn't change the data that needs to be scanned.

The user even highlights numerous places in the documentation and hints in the UI which communicate BQ pricing model... so it's interesting they decide to post that it's hidden or dark pattern.

Bigquery has a feature in pre-release stage which will be useful for a limit-like experience while incurring much lower cost.

https://cloud.google.com/bigquery/docs/table-sampling


Nope, i don't think they should or need to be able to.

These exercises are useful for mathematical maturity which results in intuition needed to develop novel algorithms or low level optimizations.

Not needed to use existing train and deploy ML algorithms in general.


Basically give it read access to your cloud account, and it will scan all of the resources to identify potential miss-configurations. Identifying CVE in software is one thing, but it's identifying incorrectly configured resources that would otherwise be secure can dramatically reduce the risk surface.

A lot of cloud providers already have little hints like "hey - did you mean to create this account in God mode?" or "It is recommended not to create this god mode json key file" - Wiz is taking this to the next level of detail


I've used uv with pytorch and cuda fine. What problem have you had?

I also use it in docker to build the container.


I suppose siglipv2 wasn't out yet when they were training this - I wonder if there will be an update to the multimodal models or pali-gemma which utilizes Siglip2. Aya Vision from Cohere utilized siglip 2 to great effect


For llama.cpp, this would involve another handcrafted Siglip2 NN process. Interesting—they just figured out how to handle Siglip1. https://github.com/ggml-org/llama.cpp/pull/12344/commits/631...


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