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Open Source

Inference.net Tool for Risk-Free Model Testing

Matt Wolfe·July 1, 2026·high confidence

Why it matters

  • →Facilitates safe testing of new AI models.
  • →Helps businesses assess model performance without risk.
  • →Supports informed decision-making for AI deployment.
Inference.net Tool for Risk-Free Model Testing
©Matt Wolfe

Inference.net has developed a tool that enables users to mirror production traffic to the GLM-5.2 model. This allows organizations to test the model in a real-world environment without the risk of fully committing to it. This tool is particularly useful for businesses looking to evaluate the model's performance and compatibility with their existing systems before making a complete switch.

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llama.cpp b9949 Release Expands Platform Support

The latest b9949 release of llama.cpp continues its trend of broadening platform compatibility, notably adding support for ROCm 7.2 on Ubuntu x64, which is a significant step for AMD GPU users. This release also includes updates for Windows with CUDA 12 and 13, enhancing its utility for developers working across different hardware configurations. While KleidiAI support for macOS Apple Silicon is disabled, the release still marks a steady expansion of llama.cpp's reach across diverse systems. This update doesn't introduce new models but strengthens the framework's versatility and accessibility for developers.

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llama.cpp b9950 release focuses on platform fixes

The b9950 release of llama.cpp is a technical update that addresses specific platform issues and enhances code reliability with new unit tests for llama-batch. It resolves build problems on Win32 and introduces assertions for methods that are not yet implemented. While this update doesn't bring new models or groundbreaking features, it ensures compatibility across a wide array of systems, including macOS, Linux, Windows, and openEuler. This release is a step towards refining the software's robustness and usability across different hardware configurations, making it more stable and reliable for developers.

llama.cpp Releases·Jul 11, 2026