Applied Scientist, Agent Evaluation & Adaptive Model Routing
Singapore, SG / Austin, TX
USD 153K-250K (estimate) Mid-level Full Time
Tasks
- Build evaluation and decision systems
- Collaborate on billing access control and SLA engineering
- Conduct offline evaluation
- Design escalation and recovery policies
- Develop representative task suites
- Implement uncertainty aware selection
- Integrate evaluation and routing into production gateways
- Measure trajectory level behavior
- Own LLM and agent evaluation pipeline
- Research and prototype adaptive model routing strategies
- Run traffic replay and shadow testing
- Support internal pilots
Perks/Benefits
Skills/Tech-stack
A I | A I Inference | A/B | A/B Testing | Agent systems | B testing | Cascading | Contextual Bandits | Cost Latency Tradeoff | Data evaluation | Dataset Construction | LLM Evaluation | Language Processing | Machine Learning | Model Monitoring | Model routing | Natural Language | Natural Language Processing | Online Learning | Preference Modeling | Production Model Monitoring | PyTorch | Python | Regression testing | Shadow testing | Token Usage Analysis | Token usage | Traffic replay | Uncertainty Estimation | Uncertainty calibration | Usage analysis
Education
Regions
Countries
States
Cities
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