
AI System Developer
2 days ago
- Research Prototyping: Design experiments in LLM training, LLM agent architectures, fine tuning, RL, and new evaluation methodologies.
- Build and Refine Prototypes: Create code-first prototypes to test hypotheses and iterate rapidly.
- Develop Improvements: Optimize for performance, resource efficiency, and interpretability in LLM architecture and fine-tuning workflows.
- Optimize Generation Control: Develop improvements in generation control.
- Own Infrastructure: From data pipelines and experiment sandbox to model serving, batch/online inference, logging, and CI/CD.
- Treat Experiments as Software: Automated tests, clear versioning, reproducibility, and documentation.
- Automate Scientific Cycles: Data generation, metric computation, model comparison dashboards.
- Enable Teams: Run reproducible experiments at scale.
- Write Up Findings: Internal memos, tech blogs, or scholarship-worthy results.
- Critique Sessions: Participate in code and science critique sessions with peers.
Mastery of CS, ML, or related (or equivalent experience)
- LLM Expertise: Deep familiarity with LLMs, fine-tuning, reinforcement learning.
- Python Skills: Expert in Python + frameworks like PyTorch or JAX; experience with Hugging Face or deployed LLM APIs.
- Software Engineering Intuition: Modular design, CI/CD, containerization, automated testing.
- Track Record: Demonstrated track record in both research and production settings.
Research Innovation: Clear scientific advances (e.g., better evaluation metrics or prompt robustness).
Engineering Quality & Velocity: Experimental pipelines and prototypes are production-ready within sprint cycles.
System Impact & Use: R&D code drives real product features—high user adoption, improved reliability or performance.
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