Qwen3 Coder Plus
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Qwen3 Coder Plus vs Pony Alpha
Compare Qwen3 Coder Plus by Qwen against Pony Alpha by OpenRouter, context windows of 128K vs 200K, tested across 44 shared challenges. Updated February 2026.
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Qwen3 Coder PlusvsPony Alpha
44 challenges
Why Qwen3 Coder Plus?
No standout advantages
Why Pony Alpha?
1.6x more context200K
5 months newerFeb 2026
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Qwen3 Coder PlusPony Alpha
12 / 44
Estimate Complexityreasoning
Tests an AI's ability to make educated estimates based on technical knowledge
Pony Alpha
The total number of FLOPs required to train GPT‑3 is approximately 3.15 × 10²³ (or 315 zettaFLOPs). The reasoning follows these steps:
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Model size – GPT‑3 has 175 billion (175 × 10⁹) parameters. This is a well‑known figure from the original paper.
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Training data size – The model was trained on 300 billion (300 × 10⁹) tokens. The paper states that all models were trained for a total of 300 billion tokens.
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FLOPs per parameter per token – For a transformer model, the compute can be approximated by:
- Forward pass: each parameter is used in a multiply‑add operation, contributing about 2 FLOPs per token.
- Backward pass (gradient computation): roughly 4 FLOPs per parameter per token (two extra passes for gradients with respect to weights and inputs).
- Hence, training (forward + backward) requires about 6 FLOPs per parameter per token.
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Total FLOPs – Multiply the three numbers: [ \text{FLOPs} = 6 \times (175 \times 10^9) \times (300 \times 10^9) = 6 \times 175 \times 300 \times 10^{18} = 315,!000 \times 10^{18} = 3.15 \times 10^{23}. ]
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Consistency check – This estimate aligns with the reported compute of 3.14 × 10²³ FLOPs mentioned in OpenAI’s technical analysis, confirming its plausibility.
The calculation captures the dominant linear‑algebra operations; small additional costs (e.g., attention quadratic terms, layer norms) are negligible in comparison.
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2 / 44
AI Board Game Logicreasoning
Tests an AI's ability to understand game rules and strategy
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
No content available for this output.
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3 / 44
Logic Puzzlereasoning
Tests an AI's ability to solve a simple but potentially confusing logic puzzle
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
No content available for this output.
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4 / 44
Stochastic Consistency Testanalysis
Tests an AI's randomness and creativity
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
Here are 5 jokes:
- Why don't scientists trust atoms? Because they make up everything!
- I told my wife she was drawing her eyebrows too high. She looked surprised.
- What do you call a fake noodle? An impasta.
- Why did the scarecrow win an award? Because he was outstanding in his field.
- I'm reading a book about anti-gravity. It's impossible to put down.
There are 5 unique jokes.
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5 / 44
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
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6 / 44
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
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7 / 44
Generate a Stand-Up Routineconversation
Tests an AI's humor and creative writing ability
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
No content available for this output.
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8 / 44
Realistic AI Interviewconversation
Tests an AI's ability to simulate personalities and predict future trends
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
No content available for this output.
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9 / 44
Character Voice Testconversation
Tests an AI's ability to write in distinct character voices
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
No content available for this output.
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10 / 44
Minimalist Landing Pageweb design
Tests an AI's ability to generate a complete, working landing page
Qwen3 Coder Plus
Pony Alpha
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11 / 44
Pokémon Battle UI Recreationweb design
Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.
Qwen3 Coder Plus
No content available for this output.
Pony Alpha
No content available for this output.
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12 / 44
Mario Level UI Recreationweb design
Recreate an interactive, classic Mario level in a single HTML file.
Qwen3 Coder Plus
Pony Alpha
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