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3 posts
Ray CVE made the developer laptop the target
CISA catalogued a Ray CVE because a developer browser can hit local Ray. Patch anything below 2.52.0 and treat the developer laptop as in-scope today.
Deep DivesSecurityPythonOpen SourceMLDeveloper Tools1 min read · Aug 25, 2026
What Opus 5's Novel-Level Reasoning Benchmark Actually Means
Opus 5 novel reasoning rests on one number, 30.2% on ARC-AGI-3, and it scores action efficiency, not problems solved. Here are the four config lines to change.
Meta AnalysisAI CodingClaude CodeMLComparisonDeveloper Tools1 min read · Jul 25, 2026
Gemma 4 Is Google's Best Open Model Yet (Here's How to Use It)
Gemma 4 ships Apache 2.0, 256K context, and four model sizes. Benchmarks beat Llama 4 across the board. Quick use cases with Ollama and Transformers code.
Strong OpinionsAI CodingMLOpen SourceSelf-HostingDeveloper Tools1 min read · Apr 10, 2026