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Source channel @githubtrending · Post #14729 · May 21

#csharp#c_sharp#linq#unity ZLinq is a high-performance, zero-allocation LINQ library for .NET and game engines like Unity and Godot. It improves on regular LINQ by avoiding memory allocations during method chaining, boosting speed and efficiency, especially in demanding apps like games. You use it by calling `AsValueEnumerable()` on collections, enabling faster queries with almost full compatibility with .NET 10 LINQ features. It supports advanced operations on arrays, spans, trees (like file systems and JSON), and SIMD for parallel processing. ZLinq also offers drop-in replacements to accelerate existing LINQ code without rewriting. This means you get faster, more memory-efficient data processing with minimal code changes[1][3][4]. https://github.com/Cysharp/ZLinq

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AI & Law

@ai_and_law · Post #202 · 12/28/2023, 08:04 AM

USA: New Bill Proposes Transparency Rules for AI Training Data Hello everybody! In US a new AI Foundation Model Transparency Act have been introduced. The aim is to ensure transparency in the usage of copyrighted data in training AI models. Companies developing foundation models must reveal the sources of their training data. This move is geared towards informing copyright holders if their data has been utilized. The bill tasks the Federal Trade Commission (FTC) to collaborate with the National Institute of Standards and Technology (NIST) in establishing rules for reporting training data transparency. Companies must disclose the origin of training data, how it's retained during inference, model limitations or risks, alignment with NIST’s AI Risk Management Framework, and adherence to federal standards. AI developers are required to report efforts to "red team" the model, especially in areas like medical queries, cybersecurity, elections, and services impacting vulnerable populations. This bill complements the Biden administration’s AI executive order, reinforcing the push for standardized reporting in AI models. The bill is yet to go through committee discussions, and its fate before the election campaign season remains uncertain. #AIlaw#CopyrightData#Legislation#TechNews#AIRegulation