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zain-hash-code/README.md

Zain Ul Abideen

Typing SVG

⚑ AI Engineer & Software Engineer

Building Production LLMs, Multi-Tenant SaaS & Data Architectures


LinkedIn Email Followers Visitors


🧬 About Me

# Production RAG & Vector Intelligence Pipeline
async def query_intelligence(query: str, tenant_id: str) -> Response:
    embeddings = await embed_model.aembed(query)
    context = await qdrant.search(
        collection="tenant_knowledge",
        query_vector=embeddings,
        query_filter={"tenant_id": tenant_id},
        limit=5
    )
    return await llm.agenerate(query=query, context=context)
  • πŸ‡΅πŸ‡° Based in Lahore, Pakistan
  • 🧠 AI Engineer & Software Engineer with 3+ years designing, building, and deploying production systems
  • ⚑ Deep expertise in LLM applications, RAG pipelines, Document AI, Text-to-SQL, and vector retrieval
  • πŸ—οΈ Proven track record building multi-tenant SaaS platforms, automated financial engines & real-time analytics
  • πŸ“ˆ Shipped systems delivering $30M+ transaction pipelines, 60% operational overhead cuts, and 333% growth in acquisitions
  • πŸ“¨ Reach me directly at [email protected]
  • 🟒 Open to work β€” ready to build scalable, intelligent products!

πŸš€ Featured Systems & Production Projects

πŸ“Š Quanta β€” Multi-Tenant AI BI Platform (Text-to-SQL)

Conversational BI SaaS turning natural-language questions into validated SQL, live charts, and interactive dashboards without requiring manual SQL queries.

  • AST Security & Mutation Blocking: Model-generated SQL parsed via sqlglot AST; mutation nodes strictly rejected inside read-only transactions to protect production databases.
  • Secure Remote Tunneling: SSH bastion with asymmetric trust & public-host SSRF defenses to securely query private-subnet databases.
  • Cost Optimization: Compact schema serialization reducing LLM planning-stage token payload by ~60%.
  • Stack: FastAPI β€’ React 19 β€’ TypeScript β€’ SQLAlchemy 2.0 β€’ PostgreSQL 16 β€’ sqlglot β€’ OpenAI / Gemini / Groq β€’ Docker

πŸ“„ SBA Loans HQ / Virtual BDA β€” AI Loan Portal & Document Automation

Multi-tenant FinTech platform managing the entire loan lifecycle from inbound lead capture to funded deal, with AI embedded at every stage.

  • AI Lead Scoring: Gemini-powered classifier scoring leads (0–100) with explainable quality and spam indicators.
  • 2-Phase Document OCR: AWS Textract + Gemini pipeline for automated document classification, structured data extraction, and audit findings.
  • AI Deal Master Summary: Synthesizes multi-document financials into an underwriting credit memo with risk and collateral analysis.
  • Impact: 60% reduction in operational overhead, 30% faster loan processing, 25% revenue growth, and 100% visibility into case status.
  • Stack: Django REST Framework β€’ Google Gemini β€’ AWS Textract β€’ PostgreSQL β€’ Celery + Redis β€’ DocuSeal β€’ Docker

πŸ’³ Mr Seller Note β€” FinTech Loan & Stripe Automation

Private lending automation platform replacing manual spreadsheet tracking with a comprehensive automated financial calculation and payment engine.

  • Automated Fund Splitting: Stripe Connect handles multi-party payouts (borrower β†’ seller β†’ referral commission β†’ platform fees) in a single flow.
  • Amortization Engine: Exact principal and interest calculations per installment with real-time running ledger updates.
  • Multi-Role Portals: Scoped dashboards for Sellers, Borrowers, Referrals, and Admins.
  • Stack: Next.js β€’ Django REST Framework β€’ PostgreSQL β€’ Stripe Connect β€’ Celery β€’ AWS EC2

πŸ—οΈ EasyBar β€” Rebar CAD & Manufacturing Platform

End-to-end industrial platform automating iron rebar design, quotations, and confirmed ordering for the construction industry.

  • Interactive 2D Drafting Engine: Built with Konva.js for parametric sketching of bars, nets, and cages with real-time measurement feedback.
  • Automated Production Tickets: Machine vendors receive automated, production-ready tickets directly from order submissions.
  • Recognition & Scale: Generated $30M+ in potential orders in year 1, 1,000+ active users in month 1, and selected for the Contech Incubator.
  • Stack: React.js β€’ Django β€’ Konva.js β€’ PostgreSQL β€’ AWS Lambda + EC2 β€’ Docker

πŸš— Swerv Auto β€” Dealership Market Intelligence & Sourcing

Automotive intelligence platform leveraging Open Car Data (OCD), automated scraping, and market analytics for dealership inventory acquisition.

  • Automated Data Harvesting: AWS Lambda + Selenium workers for continuous data harvesting, sync, and automated outreach via SendGrid.
  • Sales Prospects Module: Algorithms analyzing vehicle market patterns to surface high-margin inventory acquisition leads.
  • Impact: 333% surge in private-party acquisitions, 47% increase in customer traffic, 12% higher gross sales.
  • Stack: Next.js β€’ Django β€’ Selenium β€’ PostgreSQL β€’ AWS Lambda + RDS + S3 β€’ SendGrid

πŸŽ™οΈ Whisper Audio Transcript β€” Speech-to-Text AI Pipeline

Modular Python pipeline utilizing OpenAI Whisper for accurate speech-to-text audio processing.

  • Capabilities: High-fidelity multi-lingual transcription, support for various audio formats, and clean CLI execution.
  • Stack: Python 3.11 β€’ OpenAI Whisper β€’ PyTorch

🧰 Technical Arsenal

Category Technologies & Tools
AI / ML & LLMs OpenAI β€’ Anthropic Claude β€’ Google Gemini β€’ LangChain β€’ LlamaIndex β€’ Hugging Face β€’ OpenAI Whisper β€’ sqlglot (AST)
Vector Databases pgvector β€’ Qdrant β€’ Pinecone β€’ ChromaDB
Backend & APIs Python 3.11 β€’ FastAPI β€’ Django β€’ Django REST Framework β€’ SQLAlchemy 2.0 β€’ Celery β€’ Pytest β€’ Nginx β€’ Gunicorn
Frontend & UI Next.js 15 β€’ React 19 β€’ TypeScript β€’ JavaScript β€’ Tailwind CSS v4 β€’ Konva.js (2D Canvas) β€’ Redux Toolkit
Databases & Caching PostgreSQL 16 β€’ MySQL β€’ Redis β€’ SQLite β€’ RabbitMQ
Cloud & DevOps AWS (EC2, S3, RDS, Lambda, Textract, SQS) β€’ Docker β€’ GitHub Actions β€’ Linux β€’ Selenium β€’ Stripe Connect
Developer Tools Git β€’ VS Code β€’ Postman β€’ Swagger β€’ DBeaver β€’ Jira

πŸ† GitHub Trophies

Trophies


πŸ“Š The Numbers

Zain's Streak


Zain's GitHub Stats Zain's Top Languages


Zain's Activity Graph


πŸ§ͺ Currently Exploring & Expanding

Technology Status Focus Area
Go 🟑 Exploring High-concurrency microservices & network tooling
Kubernetes 🟑 Scaling Container orchestration & cloud-native deployments
Terraform 🟑 Tinkering Infrastructure as Code (IaC) on AWS
GraphQL 🟒 Comfortable Flexible client querying & schema-driven APIs
React 19 🟒 Production Modern frontend UI architecture & Server Components

πŸ’­ Engineering Philosophy

β”Œβ”€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”€β”€β”€β”€β”€β”€β”€β”
β”‚                                                                 β”‚
β”‚   " Make it work, make it right, make it fast.                  β”‚
β”‚     In that order. Always. "                                    β”‚
β”‚                                               β€” Kent Beck       β”‚
β”‚                                                                 β”‚
β”‚   β†’ Ship early, iterate often                                   β”‚
β”‚   β†’ Vector search without good chunking is just noisy math      β”‚
β”‚   β†’ An untested API is a broken API you haven't found yet       β”‚
β”‚   β†’ If the deploy process scares you, automate it               β”‚
β”‚   β†’ Good architecture > clever code                             β”‚
β”‚   β†’ Logs, metrics, and evaluations are not optional             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”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Random Dev Quote



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