GPT-6 Sol and GPT-6 Luna are now available in Devin

Cognition1 min read

OpenAI released GPT-6 Sol and GPT-6 Luna. Both are live now in Devin Desktop and Devin CLI.

On FrontierCode 1.1, our proprietary benchmark that grades models on real-world engineering tasks based on quality and mergeability, GPT-6 Sol matches GPT-5.6 Sol’s score at 61% lower cost per task, and lands within four points of GPT-6 Astra at less than half its cost. GPT-6 Luna scores above GPT-5.6 Luna at about a quarter of the cost. At under $0.10 per task, it is the cheapest model on the leaderboard.

In our evaluations, the gains show up in how the models work, not just what they cost. GPT-6 Sol reads about 17% less context than GPT-5.6 Sol to reach the same score and rarely leaves a repo with failing tests after its last edit. GPT-6 Luna’s biggest gains are at low and medium reasoning effort, where it writes real regression tests instead of mock-based ones.

FrontierCode LeaderboardBenchmarks for how well models meet the standards of high-quality production codebasesView Now

FrontierCode 1.1 ExtendedScore

020406080100Score (%)56.1GPT-6 Luna56.3Gemini 3.7 Flash59.4Grok 4.760.6GPT-5.6 Sol60.7GPT-6 Sol61.3Grok 4.662.5SWE-263.6Claude Fable 5.164.5GPT-6 Astra64.9Claude Fable 565.3Claude Opus 5.5

Score is a weighted aggregate of rubric items. Solutions that don’t pass blocking criteria receive 0.

FrontierCode 1.1 ExtendedScorevsCost ($)

$0.00$1.00$2.00$3.00$4.00$5.00avg cost (USD) per rollout30405060score (%)Opus 5.5GPT-6 AstraSWE-2GPT-6 SolGPT-5.6 SolGPT-6 LunaGPT-5.6 Luna

Score: a weighted aggregate of the rubric items. Solutions that don’t pass blocking criteria receive 0.

Cost ($): the mean USD spend per rollout. Each dot is a reasoning effort.

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