AI Architecture Research Engineer - Next-Gen Models

Jobgether; Turkey; On-site; TRY 300,000 - 460,000; Full time

Job summary

Jobgether is seeking a Machine Learning Engineer - AI Architecture Research based in Turkey. The role focuses on researching and building next-generation AI model architectures that move from experiments to scalable production systems.

You will explore alternatives to Transformer-based designs, design experiments, prototype networks, and evaluate trade-offs across compute, memory, latency and performance, in a fast-moving research environment.

Qualifications

• Strong foundation in machine learning and deep learning fundamentals.
• Hands-on experience implementing neural networks or model architectures from scratch.
• Strong understanding of attention mechanisms, RNNs, state-space models, or related approaches.
• Solid knowledge of training dynamics, optimization, scaling behavior, and architecture-level performance.
• Understanding of model-level memory, latency, compute and efficiency constraints.
• Proficiency with PyTorch or JAX for research-oriented ML code.
• Ability to evaluate architectural ideas through theory and experiments.
• Strong communication skills for explaining technical trade-offs.
• Preferred experience with non-Transformer architectures.
• Publications or open-source contributions are advantageous.

Responsibilities

• Research and develop novel neural network architectures beyond Transformers.
• Design and run architecture-level experiments focusing on scaling laws and trade-offs.
• Prototype end-to-end models from research concepts to training-ready implementations.
• Analyze model behavior, inductive biases, and limitations.
• Collaborate with inference and systems teams to ensure deployable architectures.
• Read, reproduce, evaluate, and extend cutting-edge ML research papers.
• Contribute to internal notes, benchmarks, and open-source efforts where applicable.
• Move between theory, rapid experimentation, and production-oriented engineering.

Skills

ML fundamentals

NN architectures

Attention mechanisms

Training dynamics

Model efficiency

PyTorch/JAX

Empirical evaluation

Communication

Non-Transformer architectures

Publications (adv)

Job description

Jobgether is seeking a Machine Learning Engineer - AI Architecture Research based in Turkey. The role focuses on researching and building next-generation AI model architectures that move from experiments to scalable production systems.

You will explore alternatives to Transformer-based designs, design experiments, prototype networks, and evaluate trade-offs across compute, memory, latency and performance, in a fast-moving research environment.