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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.

OpinionAI CodingMLOpen SourceSelf-HostingDeveloper Tools1 min read · Apr 10, 2026