GPT-6 Luna

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GPT-6 Luna is one of OpenAI's GPT-6 models, launched in September 2026 at $0.10 per million input tokens and $0.50 per million output tokens, making it among OpenAI's cheapest models. Recent coverage examined its poor confidence calibration in OpenAI's new Decisions API, where it was right only 68% of the time when claiming 99% confidence, and its second-place finish in a Pac-Man decision-model benchmark. Inception's Mercury 3 also claims to run 4–8x faster than GPT-6 Luna, though no independent tests exist yet.

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Mercury 3 launches as most capable diffusion LLM, running 4–8x faster

Mercury 3, a new diffusion-based LLM, claims to outperform GPT-6 Luna and Claude Haiku 5.5 on several benchmarks while running 4–8x faster at 1,068 tokens per second. It is over 40x larger than Mercury 1 and supports 1M-token context, priced at $0.20 per million input and $0.70 per million output tokens, with a 50% launch discount. The maker says scaling laws hold for diffusion too, and early partners use it for voice support, tutoring and web navigation.

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