Join Date
July 2025
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About Pranav Raja
ex Machine Learning Research Engineer on the Gen AI team as Scale.
Building the world model for your web agent.
Building the world model for your web agent.
Companies & Work

Foundry
We’re building the an end-to-end web simulator for browser agent training and evals. Our system enables teams to test, benchmark, and optimize browser automation models at scale.
- Deterministic Web Simulation → Stable, reproducible testing with versioned web snapshots.
- Live Web Evaluation → Identify failures caused by UI drift, captchas, and dynamic content.
- Automated Annotation & Labeling → Generate high-quality training data for benchmarking.
- RL-Driven Agent Optimization → Improve models with scalable, feedback-driven learning.
By combining synthetic user simulations, automated evaluations, and large-scale benchmarking, we help teams build more reliable web agents that handle real-world environments with confidence.
- Deterministic Web Simulation → Stable, reproducible testing with versioned web snapshots.
- Live Web Evaluation → Identify failures caused by UI drift, captchas, and dynamic content.
- Automated Annotation & Labeling → Generate high-quality training data for benchmarking.
- RL-Driven Agent Optimization → Improve models with scalable, feedback-driven learning.
By combining synthetic user simulations, automated evaluations, and large-scale benchmarking, we help teams build more reliable web agents that handle real-world environments with confidence.