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  • Bangalore,Karnataka,India
  • 02:40 (UTC +05:30)

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yxshas565/README.md
β–ˆβ–ˆβ•—   β–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—β–ˆβ–ˆβ•—  β–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—
β•šβ–ˆβ–ˆβ•— β–ˆβ–ˆβ•”β•β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•—β–ˆβ–ˆβ•”β•β•β•β•β•β–ˆβ–ˆβ•‘  β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•—β–ˆβ–ˆβ•”β•β•β•β•β•
 β•šβ–ˆβ–ˆβ–ˆβ–ˆβ•”β• β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•‘β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•‘β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•‘β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—
  β•šβ–ˆβ–ˆβ•”β•  β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•‘β•šβ•β•β•β•β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•‘β•šβ•β•β•β•β–ˆβ–ˆβ•‘
   β–ˆβ–ˆβ•‘   β–ˆβ–ˆβ•‘  β–ˆβ–ˆβ•‘β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•‘β–ˆβ–ˆβ•‘  β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•‘  β–ˆβ–ˆβ•‘β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•‘
   β•šβ•β•   β•šβ•β•  β•šβ•β•β•šβ•β•β•β•β•β•β•β•šβ•β•  β•šβ•β•β•šβ•β•  β•šβ•β•β•šβ•β•β•β•β•β•β•

> SADANANDA, YASHAS _ AI/ML ENGINEER

Typing SVG

Activity Graph


> IDENTITY.json

{
  "name": "Yashas Sadananda",
  "role": "AI/ML Engineer Β· Multi-Agent Systems Β· Scientific ML",
  "university": "PES University, Bengaluru β€” B.Tech CSE '28",
  "gpa": 7.51,
  "current_internships": ["PESU Innovation Lab"],
  "open_source": ["GSSoC", "Social Summer of Code", "Nexus Summer of Code"],
  "course": "AIML Programme β€” IIT Patna Certification",
  "target": "GSoC 2027 Β· Winter MNC Internships Β· Pre-Placement Offer Β· Entrepreneurial Ventures Β· Startup Launch/Opportunities",
  "athletics": "National-Level Inline & Ice Hockey β€” Karnataka",
  "status": "GRINDING"
}

> CURRENT_STATUS

╔══════════════════════════════════════════════════════════╗
β•‘  πŸ”¬  Scientific ML Intern        @QuadNet                β•‘
β•‘  πŸ—οΈ  Innovation Lab Intern       @PESU                   β•‘
β•‘  🌍  Open Source Contributor     GSSoC Β· SSoC Β· NexSoC  β•‘
β•‘  πŸ“š  AIML Certification          IIT Patna               β•‘
β•‘  ⚑  DSA Grind                   LeetCode Β· CodeChef     β•‘
β•‘  🎯  North Star                  GSoC 2027               β•‘
β•šβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•

> FLAGSHIP_PROJECTS

πŸ€– Jurify

5-Agent Legal Defense AI Pipeline

FantomCode 2026 β€” Round 2 Finalist

Case Intake
    ↓
Precedent Researcher
    ↓
Argument Synthesizer
    ↓
Defense Strategist
    ↓
Brief Writer

Adversarial counter-argument evaluation before final brief. Typed LangGraph state handoff.

Python LangGraph Claude API FastAPI

5-Agent Autonomous ML Pipeline

GitLab AI Hackathon 2026

F1     = 0.7616  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘
ROC    = 0.8454  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘
Tests  = 131     β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  PASSING

Zero manual intervention. Full GitLab CI/CD. Deployed on HuggingFace Spaces.

Claude Sonnet LangGraph FastAPI Docker GitLab CI

⚑ MAST-Autofix

7-Agent LLM Debugging System

Scalar Grande Finale 2026 β€” Top Finalist (52,000+ developers)

Root Cause Analyzer β†’ Patch Generator
         ↓                   ↓
    RL Environment ← Epsilon-Greedy
         ↓
   Cyberpunk Gradio Frontend

Automated debugging with Q-learning reward shaping.

LangGraph RAG Q-Learning Gradio

Multi-Agent Research Intelligence Engine

Most-starred repo on profile

Web Search Γ— N
      ↓
  Analysis Layer
      ↓
Semantic Memory + Confidence Scoring
      ↓
  Structured Report

Streaming execution Β· Adaptive memory Β· Semantic rule system.

TypeScript LangChain OpenAI API RAG

RL-Based Pipeline Optimizer

Meta Γ— PyTorch OpenEnv Hackathon 2026

Q-learning with epsilon-greedy exploration across 3 progressive tasks: Preprocessing β†’ Model Selection β†’ Hyperparameter Optimization.

Python FastAPI Q-Learning Docker HuggingFace Spaces

πŸ›’ Trendify

Production MERN E-Commerce Platform

Full TypeScript codebase Β· JWT auth Β· Cart management Β· Payment-ready architecture Β· Radix UI component system.

MongoDB Express.js React Node.js TypeScript Tailwind CSS


> HACKATHON_RECORD

[2026] Scalar Grande Finale         β–ˆβ–ˆ TOP FINALIST    52,000+ devs Β· MAST-Autofix Β· 7-agent LLM debugger
[2026] FantomCode                   β–ˆβ–ˆ ROUND 2 FINALIST  Jurify Β· 5-agent legal AI Β· Bengaluru offline
[2026] GitLab AI Hackathon          β–ˆβ–ˆ SHIPPED          F1=0.7616 Β· ROC-AUC=0.8454 Β· 131 tests passing
[2026] Meta Γ— PyTorch OpenEnv       β–ˆβ–ˆ SHIPPED          RL pipeline agent Β· HuggingFace deployed
[2026] IEEE YESIST12                β–ˆβ–ˆ SUBMITTED        AutoTrade AI Β· XGBoost/LSTM Β· Team SynapseX #2331
[2026] IEEE Hack-Night              β–ˆβ–ˆ REGULAR          IEEE-organised coding & innovation challenges

> TECH_STACK

AI / ML ────────────────────────────────────────────────────
  LangGraph Β· LangChain Β· Claude API Β· OpenAI API Β· Gemini API
  HuggingFace Β· PyTorch Β· Scikit-learn Β· XGBoost Β· LSTM
  RAG Β· Agentic AI Β· LLMs Β· Q-Learning Β· Prompt Engineering

BACKEND ─────────────────────────────────────────────────────
  Python Β· FastAPI Β· Node.js Β· Express.js Β· REST APIs

FRONTEND ────────────────────────────────────────────────────
  React Β· Next.js Β· TypeScript Β· Tailwind CSS Β· Radix UI

DATABASES ───────────────────────────────────────────────────
  MongoDB Β· PostgreSQL Β· MySQL Β· Supabase Β· Firebase

DEVOPS / INFRA ──────────────────────────────────────────────
  Docker Β· GitLab CI/CD Β· GitHub Actions Β· HuggingFace Spaces
  Vercel Β· Linux Β· Git

LANGUAGES ───────────────────────────────────────────────────
  Python Β· TypeScript Β· JavaScript Β· C Β· C++ Β· Java Β· SQL

> OPEN_SOURCE

Programme Status
🟒 GirlScript Summer of Code (GSSoC) Active Contributor
🟒 Social Summer of Code (SSoC) Active Contributor
🟒 Nexus Summer of Code (NexSoC) Active Contributor
🟑 HuggingFace Community Contributor
πŸ”΅ GSoC 2027 β†’ In Preparation

> CERTIFICATIONS

βœ“  Microsoft Azure          Generative AI & Neural Networks
βœ“  McKinsey Forward         Strategy & Leadership Development
βœ“  IIT Patna               Artificial Intelligence & ML Programme
βœ“  HackerRank              Python (Intermediate–Advanced)
β—Œ  Anthropic Claude AI      APIs Β· Agentic Workflows (In Progress)

> GITHUB_STATS


> CONNECT

LinkedIn Portfolio HuggingFace Email CodeChef


> Building the systems that think. One agent at a time. _

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