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ManyaS-Git/README.md

About Me

I'm a second-year BCA student specializing in AI & Data Science at JECRC University, Jaipur, currently maintaining a CGPA of 9.2+. My work sits at the intersection of classical machine learning, deep learning, and applied GenAI — from building a CPU-only skin cancer classifier to shipping a multilingual medical RAG platform that placed at a national hackathon.

I'm drawn to problems where rigorous methodology meets real-world deployment constraints — 5-fold cross-validation and confidence intervals matter to me as much as shipping a working product. Alongside my technical work, I coordinate startup operations at my university's incubation centre, where I've supported founders through demo days distributing crores in funding.

Currently: exploring agentic AI systems (MCP, Agent Development Kit), retrieval-augmented generation, and evaluation methods for LLM-based agents. Seeking: AI/ML Engineering, Data Science, Software Engineering, or Research Internship opportunities.


GitHub Analytics



Featured Projects

🏥 ReportSamjho — AI-Powered Medical Intelligence Platform

7-stage medical AI pipeline (OCR → medical NER → risk scoring → FAISS-based RAG → LLM simplification → multilingual translation → RAG chatbot) on FastAPI + Next.js/TypeScript.

Impact: Consolation Prize at National Healthcare Hackathon '26 against 152+ teams incl. AIIMS Delhi, KEM Mumbai. Supports 7+ Indian languages with TTS accessibility.

FastAPI Next.js FAISS RAG NER

Repository →

🧭 RepoPilot AI — Codebase Intelligence Platform

Solo-built platform that clones public GitHub repos, runs static analysis via @babel/parser, and builds an on-demand, disk-cached RAG system for architectural Q&A.

Impact: Dynamic context injection (AST data, architecture summaries) avoids LLM token-limit issues; interactive Mermaid.js architecture graphs with streaming responses.

Next.js 15 Vercel AI SDK Babel RAG

Repository →

🪙 HermesCryptoPilot — AI-Powered Crypto Prediction & Risk Intelligence

Orchestrates Hermes agents to fuse technical forecasting, prediction market signals, and Kelly-based risk management for explainable trading decisions.

TypeScript

Repository →

📡 HyperSentinel — AI-Powered Crypto Trader Behavior & Sentiment Analysis

Analyzes 184K+ Hyperliquid trades alongside Bitcoin Fear & Greed sentiment to uncover trader behavior and profitability patterns.

Python

Repository →


Research

Interests: agentic AI evaluation, retrieval-augmented generation, applied deep learning for healthcare, and Zero-ETL data federation.

  • Code Vipassana Season 15 — "Agentic Data Cloud in Action & Evaluation" (GDG Cloud Kochi): Implemented Zero-ETL data federation (BigQuery ↔ AlloyDB), agentic AI systems using MCP and Agent Development Kit, and AI-agent evaluation (tool-selection accuracy, hallucination detection, prompt-injection resistance). Secured Global Rank #14 worldwide under the mentorship of Dr. Abirami Sukumaran (Google Developer Advocate).
  • India's Young Researcher Conference 2025 (IYRC '25) — Technical Team member; focus areas included Mental Wellness, Sustainability, and Innovation.
  • HADF-Net — CPU-only ensemble pipeline for skin cancer classification with rigorous 5-fold cross-validation reporting (see Projects).

Publication: "GenZ and Privations" — BriBooks Publications. A first-person account addressing the student suicide crisis in Kota driven by academic pressure.


Achievements

🏆 Consolation Prize, National Healthcare Hackathon '26 — vs. 152+ teams incl. AIIMS Delhi, SMS Jaipur, KEM Mumbai, NIMS
🌍 Global Rank #14 (worldwide), Code Vipassana Season 15 — GDG Cloud Kochi
🎓 CGPA 9.2+ throughout BCA (AI & Data Science) coursework
🏁 Finalist, Bid2Code — Innov8 Tech Fest, JECRC University (ZennY — AI Wallet)
📖 Published Author, BriBooks Publications
💰 SPOC for founders across two JIC Demo Days — ₹10L and ₹1.8Cr in startup funding (85+ startups combined)

Open Source & Collaboration

Open to research collaborations, hackathon teams, and AI-focused open-source contributions — particularly around RAG systems, agentic AI, and applied healthcare ML. Active in the CampusCrew developer community (100,000+ members) and JECRC's technical/startup ecosystem.


Connect



Building at the intersection of rigorous ML and real-world impact — always happy to talk research, RAG systems, or agentic AI.


Popular repositories Loading

  1. ReportSamjho-AI-Powered-Medical-Intelligence-for-Patients ReportSamjho-AI-Powered-Medical-Intelligence-for-Patients Public

    ReportSamjho is an AI-powered medical intelligence platform that transforms raw lab reports into contextual, multilingual, voice-enabled health insights with enterprise-grade security.

    TypeScript 1

  2. RepoPilot-AI-Powered-Codebase-Intelligence-and-Architecture-Mapping RepoPilot-AI-Powered-Codebase-Intelligence-and-Architecture-Mapping Public

    RepoPilot is an AI-powered codebase intelligence platform that transforms complex GitHub repositories into interactive architectural diagrams and dynamic, disk-cached RAG chat contexts for deep cod…

    TypeScript 1

  3. HermesCryptoPilot-AI-Powered-Crypto-Prediction-and-Risk-Intelligence HermesCryptoPilot-AI-Powered-Crypto-Prediction-and-Risk-Intelligence Public

    An AI-powered cryptocurrency market intelligence platform that orchestrates Hermes agents to fuse technical forecasting, prediction market signals, and Kelly-based risk management for explainable t…

    TypeScript 1

  4. HyperSentinel-AI-Powered-Crypto-Trader-Behavior-and-Sentiment-Analysis HyperSentinel-AI-Powered-Crypto-Trader-Behavior-and-Sentiment-Analysis Public

    An AI-powered cryptocurrency market intelligence platform that analyzes 184K+ Hyperliquid trades alongside Bitcoin Fear & Greed sentiment to uncover trader behavior, profitability patterns, and act…

    Python 1

  5. AI-Research-Paper-Notes AI-Research-Paper-Notes Public

    A curated collection of my in-depth notes, insights, and analyses of landmark AI, Machine Learning, Computer Vision, and Large Language Model research papers.

    1

  6. autonomous-carrier-rerouting autonomous-carrier-rerouting Public

    A multi-agent LangGraph POC for autonomous carrier rerouting in response to logistics disruptions.

    Python 1