At micro1, I annotate and curate robotics manipulation and trajectory datasets, focusing on spatial, kinematic, and visual alignment. I also provide feedback and preference rankings on physical reasoning prompts to refine control model behavior.
At Outlier, I evaluate technical datasets and model outputs for LLM reasoning and code generation, and review multimodal responses for edge cases, safety, and instruction-following. With HIMTIKA Pradita, I developed a centralized data dashboard for an external corporate client and researched software frameworks to improve internal systems.

