Ishan Trivedi
LLM Reliability · Evaluation · Fine-Tuning · Production AI
New to Contra
Ishan is ready for their next project!
Autonomous AI red-team platform. Point it at any HTTP AI agent — a 5-agent
LangGraph pipeline attacks it, finds vulnerabilities, proposes defenses, and
streams results live to a React dashboard.
Fine-tuned a Qwen2.5-7B language model using QLoRA to automatically analyze system logs and produce structured incident reports containing root cause, severity, confidence score, and recommended fixes.
PyTorch • Hugging Face • PEFT • QLoRA • AWS EC2 • Transformers
Built a production-oriented AI platform that accelerates engineering incident investigations using Retrieval-Augmented Generation (RAG). The system ingests engineering documentation, logs, runbooks, and deployment data to generate citation-backed answers for faster root cause analysis.
