DeepSeek V3.1 Terminus vs Muse Spark
DeepSeek DeepSeek V3.1 Terminus | Meta Muse Spark | |
|---|---|---|
| Overview | ||
| Company | DeepSeek | Meta |
| Release date | Sep 22 2025 | Apr 8 2026 |
| Access | Open Weight | Proprietary |
| Benchmarks | ||
Agentic coding SWE-Bench ProCan the AI fix real bugs in real software? It's handed actual problems from open-source projects and has to write code that genuinely solves them. Higher is better. | — | 55% |
Coding SWE-Bench VerifiedReal coding tasks pulled from open-source projects — the AI has to find and fix actual bugs. A human-checked version of the original SWE-Bench. Higher is better. | — | 77.4% |
Agentic coding DeepSWE 1.1Artificial Analysis' independent test of deep, agentic software-engineering work — the AI has to plan and carry out substantial coding tasks end to end. (Version 1.1 of the test.) Higher is better. | — | 10% |
Agentic terminal coding Terminal-Bench 2.1Can the AI work in a command-line terminal — running commands and finishing technical setup tasks the way a developer would? Higher is better. | — | 67.3% |
Multi-step tool use MCP AtlasCan the AI chain together many tools and steps to complete one bigger task, rather than doing just a single thing? Higher is better. | — | 82.2% |
Professional tool use JobBenchTests the AI on professional workplace tasks that require using real work tools — the kind of multi-step jobs an office worker handles. Higher is better. | — | 17% |
Personal tool use Toolathlon-VerifiedTests how well the AI uses everyday personal tools and apps to get things done — a human-checked version of Toolathlon. Higher is better. | — | 49.4% |
Multidisciplinary reasoning Humanity's Last Exam · with toolsHumanity's Last Exam — extremely hard expert questions across many subjects. “With tools” means the AI is allowed to search the web or run code while answering. Higher is better. | — | 50.4% |
Abstract reasoning ARC-AGI-2Puzzle-style tests of abstract reasoning and pattern-finding — the kind of thing people find easy but AIs often struggle with. Higher is better. | — | 42.5% |
Science GPQA DiamondGraduate-level science questions in biology, physics, and chemistry — hard enough that subject-matter PhDs score around 65%. Higher is better. | — | 89.5% |
Agentic computer use OSWorld-VerifiedCan the AI actually operate a computer — clicking, typing, and using real apps — to finish tasks on its own? Higher is better. | — | 53.3% |
Chart reasoning CharXiv ReasoningCan the AI read and reason about complex charts and figures, not just text? Higher is better. | — | 88.9% |
Visual reasoning BabyVisionTests core visual reasoning — seeing and understanding images the way even young children can, which AIs often find surprisingly hard. Higher is better. | — | 39.9% |
Multimodal MMMUTests the AI on understanding images and text together across many college subjects. Higher is better. | — | 80.4% |
Community preference Arena Elo (Text)Real people chat with two anonymous AIs side by side and vote for the answer they prefer. Votes become a chess-style Elo rating on arena.ai — it measures which AI people actually like, not test scores. Higher is better. | — | 1488 |
| Timeline | ||
| Release gap | DeepSeek V3.1 Terminus shipped 198 days before Muse Spark | |
Which is better: DeepSeek V3.1 Terminus or Muse Spark?
DeepSeek V3.1 Terminus and Muse Spark don't publish scores on any of the same benchmarks, so there's no direct head-to-head comparison. DeepSeek V3.1 Terminus shipped 198 days before Muse Spark, so benchmark comparisons should account for the intervening progress.
DeepSeek V3.1 Terminus is open weight, while Muse Spark is proprietary.
Direct benchmark comparisons are unavailable — DeepSeek V3.1 Terminus and Muse Spark don't publish scores on any of the same benchmarks.
Frequently asked questions
DeepSeek V3.1 Terminus was released by DeepSeek on Sep 22 2025.
Muse Spark was released by Meta on Apr 8 2026.
DeepSeek V3.1 Terminus is an open weight model released by DeepSeek. Muse Spark is a proprietary model released by Meta.
Other comparisons
DeepSeek V3.1 Terminus vs Claude Sonnet 5Muse Spark vs Claude Sonnet 5DeepSeek V3.1 Terminus vs GPT-5.6 SolMuse Spark vs GPT-5.6 SolDeepSeek V3.1 Terminus vs Gemini OmniMuse Spark vs Gemini OmniDeepSeek V3.1 Terminus vs Grok 4.5Muse Spark vs Grok 4.5DeepSeek V3.1 Terminus vs Mistral Medium 3.5Muse Spark vs Mistral Medium 3.5DeepSeek V3.1 Terminus vs Kimi K2.7 CodeMuse Spark vs Kimi K2.7 Code