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2025

Sendi · AI-Based Materials Failure Analysis

LLM-assisted metallurgical failure analysis on SEM fractographs and stress-strain data.

Multimodal pipeline that consumes SEM fractograph images and stress-strain curves, prompts Claude Opus 4.7 with structured tool-calls, and emits a candidate failure-mode report (fatigue, ductile, brittle, intergranular). Next.js frontend, FastAPI backend.

Role

Architect & solo engineer

Stack

  • Next.js
  • FastAPI
  • TypeScript
  • Python
  • Claude API