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prabindersinghh/README.md

       

◈ Who I Am

🏭  Founder @ Leorit.ai       World's first Uber for factories — built on real production data
🎓  B.Tech CS + Business      Thapar Institute of Engineering & Technology (2024–2028)
🔬  Research                  IEEE paper under review — RAG-ST (Spatial Transcriptomics)
⚙️  GSoC 2026                 Kubeflow (OTel Integration) · Metaflow (Nomad Backend)
🏆  Hackathons                3× International Podium · 3× Global Finalist
☁️  Ambassador                Google Cloud Student Ambassador
🧠  Philosophy                Execution > Experimentation · Systems > Isolated Models

I don't build models. I build systems around models — systems that solve real execution problems.

Before writing a single line of code for Leorit, I personally executed thousands of manufacturing orders. That data became the moat. That experience became the product.

◈ Leorit.ai — My Company

🏭 Leorit Manufacturer OS

Founder & CEO · May 2025 – Present

India's garment manufacturing industry runs on WhatsApp, Excel, and verbal commitments. Every order is a coordination nightmare. Leorit ends that.

What we're building:

  • Commission-based order management OS for garment manufacturers (Ludhiana · Tirupur · Ahmedabad)
  • Structured execution data captured across every order lifecycle
  • Three-role platform: Buyer · Manufacturer · Admin
  • Four order types with full traceability + 3D mockup engine (Three.js / GLB)

Stack: React 18 + TypeScript + Vite + shadcn/ui + Supabase + Three.js

Goal: 5 manufacturers · 20+ orders · zero WhatsApp coordination

Metrics & Vision

Metric Status
Phase 1 target 5 manufacturers onboarded
Orders goal 20+ structured orders
Data strategy Every order = ML signal
Revenue model Hybrid commission
Long-term AI routes orders autonomously

Three Non-Negotiable Pillars

"World's first Uber for factories in India"
"Built on real production data"
"World's first production AI for manufacturing"

◈ GSoC 2026 — Open Source Contributions

⚙️ Kubeflow — OTel Integration

Project 7: Integrate Kubeflow SDK with OpenTelemetry · 350hrs · Hard

PR Status What It Does
#341 ✅ /ok-to-test Cluster-scoped runtime fallback
#401 📬 Under Review telemetry.py — 15 unit tests
#402 ✅ Merged Polling validation fix — all backends

Architecture decisions:

  • Centralized kubeflow/common/telemetry.py
  • Per-iteration child spans for wait_for_job_status() polling
  • max_traced_iterations cap to prevent span explosion
  • opentelemetry-api as core dependency · Verified OTel JSON PoC

Mentors: @kramaranya · @dhanishaphadate · @jaiakash

🔁 Metaflow — Nomad Backend

Nomad Executor Integration · 350hrs

  • Built metaflow-nomad repo with working backend decorator
  • Improved nomad_decorator.py + setup.py + example flows
  • Active PR #3018 in Netflix/metaflow

Mentor: Madhur Tandon

🔓 Beyond GSoC

Project Contribution
MLflow (Linux Foundation AI) Entity validation + protobuf serialization in Feedback/Assessment; union-type validation, tracing tests, backward compatibility
OpenMined Syft Persistent dataset discovery bug — sync idempotency analysis across in-memory vs persistent storage; proposed minimal fix

◈ Featured Projects

🔎 TruthShield Pro

Multi-Modal AI Forensics Engine · 2025

🥉 3rd Place — BIOS Hackathon 2025, IEEE × CSED, Thapar

Layer Model
Vision ViT + diffusion artifact fingerprinting
Audio Wav2Vec2 + ECAPA-TDNN voice clone detection
Text LLaMA3 forensics pipeline
Engine Cross-Modal Consistency Scoring
Retrieval FAISS provenance graphs + explainability

🛡 CyberSentinel

Hybrid Agentic Intrusion Detection System · 2025

🥉 3rd Place — Agentic AI Hackathon, University of Ulster, UK

  • Hybrid IDS: rule-based + ML anomaly · 92%+ accuracy
  • MITM · DNS spoofing · ARP attack detection
  • NLP phishing engine + UEBA drift analysis
  • Raspberry Pi edge deployment · sub-2s threat blocking

Deployed to real edge hardware. Not just classification — active threat response.

📊 RAG-ST

Retrieval-Augmented Deep Learning · Spatial Transcriptomics · 2025

📄 Paper under review — IEEE ICAIB 2025

  • 9-stage end-to-end pipeline
  • EfficientNet + FAISS patch retrieval + MLP gene expression prediction
  • PCA / t-SNE / UMAP interpretability stack

🤖 ProcurenAI

Multi-Agent RFP Automation System · 2025

🏅 Finalist — Vibestate/ByteWars, Derby, UK

  • Sales · Technical · Pricing · Master autonomous agents
  • SentenceTransformer SKU matching
  • 4 hours → <5 minutes RFP processing time

🏙 CIVITAS-INTEL

Urban Decision Intelligence Engine · 2026

🥉 3rd Place + Innovation Award — AI for Sustainability Hackathon, Canadian University Dubai

  • Distributed multi-agent platform for AI-driven city management
  • Real-time urban decision optimization

🔐 QuantumSight

AI-Augmented Cryptographic Intelligence Platform · 2026

PSB Hackathon 2026 — PNB Cybersecurity

  • Addresses Harvest Now, Decrypt Later (HNDL) quantum threat
  • Stack: FastAPI + React 18 + PostgreSQL + Docker
  • 12 pre-seeded demo assets · Full SRS + working prototype

◈ Hackathon Record

Result Event Project
🥉 3rd + Innovation Award AI for Sustainability 2026 — Canadian University Dubai CIVITAS-INTEL
🥉 3rd Place BIOS Hackathon 2025 — IEEE × CSED, Thapar TruthShield Pro
🥉 3rd Place Agentic AI Hackathon 2025 — University of Ulster, UK CyberSentinel
🏅 Finalist Indo-Israel International Hackathon 2025 MediFlow Vita
🏅 Finalist Sabka AI 2026 — TIET-UQ FairHire360
🏅 Finalist ByteWars / Vibestate 2025 — Derby, UK ProcurenAI

6 international competitions. 3 podiums. All in Year 1 to 2 of college.

◈ Tech Stack

🧠 AI / ML

⚙️ Systems & Backend

🌐 Product & Data

◈ Leadership & Recognition

☁️ Google Cloud Student Ambassador

Cloud adoption · Developer workshops Community building

📋 McKinsey Forward Program Fellow

Global cohort Leadership + digital transformation

🏗 CollabSphere Founder

72-member student ecosystem ₹90,000 in projects in week one

📐 JEE Mains 2024 94.2 Percentile

Top engineering entrance exam in India

📍 Innovation Mission Punjab Campus Ambassador

State-level innovation & startup ecosystem

🎙 TEDx · SAR · Virsa Marketing Lead

PR, outreach, data-backed event planning @ Thapar

◈ GitHub Analytics

 

     

◈ What I'm Building Toward

Manufacturing AI  →  Leorit captures structured execution data at scale
                      Every order = a training signal for autonomous routing
                      Long-term: software verifies manufacturing outcomes without human judgment

Open Source       →  Kubeflow OTel instrumentation shipping into production
                      Metaflow Nomad backend enabling HPC + cloud-native ML workflows

Research          →  IEEE ICAIB 2025 paper (RAG-ST) under review
                      Bridging spatial biology + retrieval-augmented deep learning

Trajectory        →  From India's garment factories → global manufacturing intelligence platform

◈ Connect

     

"Most people build models. I build systems around models — systems that change how industries operate."

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  1. metaflow-nomad metaflow-nomad Public

    Python

  2. kubeflow-otel-poc kubeflow-otel-poc Public

    Python