Updated Mar 10, 2026

Our Verdict

MiniMax M2.5

Seed 2.0 LiteRunner-up

No community votes yet. On paper, MiniMax M2.5 has the edge — bigger model tier.

Too close to call

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Seed 2.0 Lite vs Aurora AlphaNew provider

Seed 2.0 Lite vs Claude Sonnet 4New provider

Seed 2.0 Lite vs GPT-5New provider

This comparison gets 800+ views/month. Your brand could be here.

Seed 2.0 LitevsMiniMax M2.5

47 fights queued

Why Seed 2.0 Lite?

1.3x more context262K

Why MiniMax M2.5?

1.5x cheaper overall$0.30/M in · $1.20/M out

Favorites

Seed 2.0 LiteMiniMax M2.5

Movie

The Shawshank Redemption

The Shawshank Redemption

Pulp Fiction

Pulp Fiction

Album

Dark Side Of The Moon

Dark Side Of The Moon

—

Book

To Kill a Mockingbird

To Kill a Mockingbird

—

City

Kyoto

—

Game

Stardew Valley

Stardew Valley

—

12 / 47

01

Estimate Complexityreasoning

Tests an AI's ability to make educated estimates based on technical knowledge

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026text

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026text

To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we use the standard approximation that training a transformer model requires approximately 6 FLOPs per parameter per token. This accounts for both the forward and backward passes, with each parameter involved in roughly 6 operations per token.

Step-by-step reasoning:

Number of parameters (N): GPT-3 (175B model) has 175 billion parameters.
Number of tokens (T): The training dataset contains 300 billion tokens.
FLOPs per parameter per token: Approximately 6 FLOPs.
Total FLOPs: Multiply these three values:
[ \text{Total FLOPs} = 6 \times N \times T = 6 \times 175 \times 10^9 \times 300 \times 10^9 = 3.15 \times 10^{23} \text{ FLOPs}. ]

This estimate aligns with commonly cited values in the literature. The quadratic attention term (arising from the sequence length) adds a negligible contribution (less than 2%) and is ignored.

Thus, the total FLOPs required to train GPT-3 is approximately (3.15 \times 10^{23}).

\boxed{3.15\times 10^{23}\ \text{FLOPs}}

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2 / 47

02

AI Board Game Logicreasoning

Tests an AI's ability to understand game rules and strategy

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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3 / 47

03

Logic Puzzlereasoning

Tests an AI's ability to solve a simple but potentially confusing logic puzzle

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026text

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026text

Nothing here. The model returned empty. We stared at it for a while.

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4 / 47

04

Stochastic Consistency Testanalysis

Tests an AI's randomness and creativity

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026text

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026text

Nothing here. The model returned empty. We stared at it for a while.

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5 / 47

05

SVG Layout Challengeimage generation

Tests an AI's ability to generate vector graphics

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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6 / 47

06

Xbox Controller SVG Artimage generation

Tests an AI's ability to create detailed SVG illustrations of gaming hardware

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026svg

Nothing here. The model returned empty. We stared at it for a while.

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7 / 47

07

Generate a Stand-Up Routineconversation

Tests an AI's humor and creative writing ability

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026text

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026text

Nothing here. The model returned empty. We stared at it for a while.

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8 / 47

08

Realistic AI Interviewconversation

Tests an AI's ability to simulate personalities and predict future trends

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026text

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026text

Nothing here. The model returned empty. We stared at it for a while.

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Which one handles your task better?

Paste your actual prompt. Same models, your work. 30 seconds.

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9 / 47

09

Satirical Fake News Headlineconversation

Tests an AI's humor and understanding of current events

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026text

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026text

Nothing here. The model returned empty. We stared at it for a while.

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10 / 47

10

Character Voice Testconversation

Tests an AI's ability to write in distinct character voices

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026text

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026text

Nothing here. The model returned empty. We stared at it for a while.

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11 / 47

11

Minimalist Landing Pageweb design

Tests an AI's ability to generate a complete, working landing page

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026website

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026website

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12 / 47

12

Pokémon Battle UI Recreationweb design

Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.

Seed 2.0 Lite

Seed 2.0 Lite

Bytedance · Mar 2026website

Nothing here. The model returned empty. We stared at it for a while.

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MiniMax M2.5

MiniMax M2.5

Minimax · Feb 2026website

Nothing here. The model returned empty. We stared at it for a while.

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Vote

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