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Following

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A1: Beginner
A2: Basic
B1: Intermediate
B2: Advanced Intermediate
C1: Advanced
C2: Proficient

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*

*

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7+ years
5–7 years
3–5 years
No professional AI/ML experience

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Yes — I have designed and/or implemented foundation models
Yes — I have trained, fine-tuned, or optimized foundation models
I have worked with large AI/ML models, but not foundation models
No

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Extensive professional experience with CUDA C/C++ and custom CUDA kernels
Professional CUDA experience, but limited custom kernel development
Basic / academic CUDA experience
No CUDA experience

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Yes — extensive production experience
Yes — some professional experience
Academic / research experience only
No

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Yes — extensively, including profiling, optimization, and debugging
Yes — some experience
Limited academic experience
No

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PyTorch
TensorFlow
JAX
Other
None

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Yes — MoE
Yes — State-Space Models
Yes — both
I have worked with other advanced model architectures
No

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Yes — multiple times
Yes — once
Only research / experimentation
No

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Yes — extensively
Yes — some experience
No, but I am comfortable with this environment
No

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Yes
Maybe / open to discussing
No — Brazil remote only

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Yes — early stage
Yes — mid/late stage
Yes — final stage / offer stage
No, I’m not currently interviewing elsewhere

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