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Gemini 3.1 Pro Preview

gemini-pro

Reasoning-first Gemini preview for agentic coding and complex problem solving

ReasoningTool CallingAttachmentsStructured Output

Context Window

1.0M

Max Output

66K

Temperature

Yes

Open Weights

No

Knowledge Cutoff

2025-01

Released

2026-02-19

Last Updated

2026-02-19

Modalities

Input:TextImageVideoAudioPDF
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Output:Text

Benchmarks

BenchmarkScoreMetricHarness
SWE-Bench Pro54.2resolve rate-
Terminal-Bench70.3success rateTerminus-2
SWE-Bench Pro46.1resolve rate-
SWE-Atlas Codebase QnA13.5scoreMini-SWE-Agent
SWE-Atlas Refactoring33.81scoreGemini CLI
SWE-Atlas Test Writing29.84scoreMini-SWE-Agent
Artificial Analysis Coding Agent Index43average pass@1Gemini CLI
SWE-Atlas Codebase QnA45.6pass@1Gemini CLI
SWE-Bench Pro15.1pass@1Gemini CLI
Terminal-Bench68.3pass@1Gemini CLI

Available Providers (9)

ProviderInput /1MOutput /1MCache Read /1MCache Write /1MReasoningStatus
Vercel AI GatewayVercel AI GatewayRp 36.068Rp 216.405Rp 3.607—effort—
ZenMuxZenMuxRp 36.068Rp 216.405Rp 3.607Rp 81.152effort—
Merge GatewayMerge GatewayRp 36.068Rp 216.405Rp 3.607—effort—
OrcaRouterOrcaRouterRp 72.135Rp 324.607Rp 3.607—effort—
Perplexity AgentPerplexity AgentRp 36.068Rp 216.405Rp 3.607—effort—
Kilo GatewayKilo GatewayRp 36.068Rp 216.405——effort—
OpenRouterOpenRouterRp 36.068Rp 216.405Rp 3.607Rp 6.763effort—
FastRouterFastRouterRp 36.068Rp 216.405——effort—
NanoGPTNanoGPTRp 36.068Rp 216.405Rp 3.607—effort—
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