GPT-6 Luna
6 storiesGPT-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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Inception released Mercury 3, which it calls the most capable diffusion language model so far. The company claims it runs four to eight times faster than GPT-6 Luna and Claude Haiku 5.5 and wins eight of 12 benchmarks, but no independent tests exist yet.
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.
A Reddit user benchmarked six decision models by having them play Pac-Man in real time and published an open-source leaderboard. jev 1.13 led with an average score of 2,750, followed by GPT-6 Luna and Clef Flash. Users can also play as Pac-Man against model-controlled ghosts.
Tests show GPT-6 Luna, behind OpenAI's new Decisions API, is poorly calibrated: when it claimed 99% confidence across 3,600 reasoning problems, it was right only 68% of the time, highlighting AI confidence-calibration problems.
OpenAI released GPT-6 Sol and Luna with 50% lower costs than predecessors. Anthropic launched Claude Opus 5.5, priced 20% below Opus 5 and performing near top-tier models. Analysts say the race is shifting to efficiency.
Anthropic released Claude Opus 5.5, and about an hour later OpenAI launched GPT-6 Sol and GPT-6 Luna at roughly half the price of their GPT-5.6 equivalents. GPT-6 Luna costs just $0.10/M input and $0.50/M output, among OpenAI's cheapest models, intensifying the price war.
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