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Flash-MoE Runs 397B Parameter Model on a MacBook Pro

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Flash-MoE Runs 397B Parameter Model on a MacBook Pro

1. Flash-MoE Runs 397B Parameter Model on a MacBook Pro

A new C/Metal inference engine called Flash-MoE enables running the Qwen3.5-397B-A17B Mixture-of-Experts model on a MacBook Pro with 48GB of RAM. The engine achieves inference speeds of over 4.4 tokens per second. The project includes full technical details and over 90 experiments documenting the build process.

2. dots.mocr Released for Structured Graphics to SVG Conversion

A new open OCR model, dots.mocr, has been released on Hugging Face, achieving the number two spot on the OlmOCRBench. The release includes an SVG variant designed to convert structured graphics directly into SVG code. This capability targets the extraction of charts, UI layouts, and scientific figures.

3. Hugging Face Introduces Protected Spaces with Public URLs

Hugging Face has launched a Protected Spaces feature that allows developers to keep their Spaces private while maintaining a publicly accessible URL. This enables the deployment of production-ready demos or internal tools without exposing underlying model weights, prompts, or proprietary logic.

4. Cursor Acknowledges New Coding Model is Built on Moonshot AI's Kimi

Cursor has admitted that its new coding model was built on top of Kimi, a model developed by Chinese AI startup Moonshot AI. This reliance on a Chinese-developed foundation model introduces potential data provenance and compliance considerations for enterprise users.

5. Compliance Startup Delve Accused of Misleading Customers

An anonymous leak containing 533 audit reports across 455 companies alleges that compliance startup Delve has been misleading customers. The leaked reports were found to be 99.8% identical, prompting accusations of "fake compliance" practices regarding privacy and security regulations.

6. Claude Web UI Default Skills Interfere with Custom Prompts

Developers are reporting difficulties getting the Claude web interface to utilize custom skills for specific tasks. The issue stems from default Anthropic skills, such as frontend design capabilities, remaining persistently active and overriding user-defined instructions.

7. Cloudflare Flags archive.today as Botnet, Halts DNS Resolution

Cloudflare's 1.1.1.2 DNS resolver has stopped resolving archive.today domains after flagging the service as a "C&C/Botnet." This disruption affects developers and automated systems relying on Cloudflare's DNS to access the web archiving service.

8. Avalonia Backend Brings .NET MAUI to Linux

The first preview of an Avalonia backend for .NET MAUI has been released alongside Avalonia 12 and .NET 11 Previews. This update allows developers to deploy .NET MAUI applications to new platforms, including Linux and WebAssembly.

9. LLMs Show Vulnerability to Cryptic 'Garbage' Sentences

Researchers have noted that advanced models can be easily fooled into favoring nonsensical, pseudo-literary sentences. This behavior highlights a significant flaw in using large language models as automated judges for writing quality.

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