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LetterChain screenshot

LetterChain

AI-powered cover letter generator using LangGraph agent workflows

PythonTypeScriptReactNext.jsLangGraphClaude API
  • Built LangGraph-based agent pipeline with skill inference, tone validation, and feedback-based refinement
  • Integrated Claude API to extract relevant resume experiences and dynamically match them to job postings
  • Built responsive React frontend with real-time streaming interface for live generation and refinement
Attention-Augmented CNN screenshot

Attention-Augmented CNN

Investigating whether lightweight self-attention modules improve CNN-based image classification

PythonPyTorch
  • Implemented spatial self-attention and squeeze-and-excitation modules on a VGG-style CNN with configurable placement via CLI
  • Conducted ablation studies across attention type, layer position, and dataset (CIFAR-10/100), achieving 92.70% accuracy vs 92.29% baseline