Physics simulator and fine tuned LLM for predicting thermal drift in deep space photonic instruments and recommending mitigation strategies across material and environment combinations. Built on AWS Bedrock, trained on 40K synthetic scenarios

An agentic AI workflow for SiN waveguide design that bridges modesolverpy, SAX+JAX, and gdsfactory via FastMCP. It handles eigenmode solving and inverse design for GDSII mask output, powered by AWS Bedrock AgentCore, Strands SDK, and hybrid S3/DynamoDB storage