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Mrun25/README.md

Mrunmayee Daware profile cover

I build AI systems around model adaptation, evaluation, agentic workflows, and production deployment.

What I build

  • Model adaptation — LoRA/PEFT, TRL, quantization, data preparation, and evaluation.
  • Agentic systems — retrieval, memory, self-correction, and tool-driven workflows.
  • Production AI products — APIs, databases, Docker, AWS, automated tests, and CI/CD.
  • Applied ML — classification, anomaly detection, forecasting, and data products.

Flagship work

Hearth WatchTower

GiSTo Niche Inbox

Engineering context

  • Hearth — an AI companion with response evaluation, model adaptation, and layered system controls.
  • WatchTower — passive supervision for AI coding workflows built around a deterministic code relationship map.
  • GiSTo — a full-stack GST ITC intelligence platform with a backend API, database, dashboard, and containerized deployment.
  • Niche Inbox — a scheduled content summarization and delivery pipeline deployed in the cloud.

Selected collaborative work

  • MNEME — frontend, compliance UI, GDPR flows, Memory Market, and protocol/infrastructure work.
  • fumii — AI/LLM integration, prompt engineering, personality/emotion behavior, and desktop logic.
  • Lumi — voice and inference work including ASR/TTS, language detection, and interaction flow.

Applied ML & data

The stack I reach for

core stack

LoRA / PEFT · TRL · DistilBERT · Hugging Face · RAG · Mistral · scikit-learn · SHAP · CI/CD

Experience & education

Bluestock Fintech
SDE Intern · Feb 2026 – Apr 2026 · Remote
B.E. Artificial Intelligence
Zeal College of Engineering & Research · SPPU · CGPA 9.71 / 10

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