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mrzasad/README.md

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LinkedIn Email Location


About Me

Senior engineer with 14+ years of experience across enterprise software, cloud infrastructure, and AI integration — including work with PwC and KPMG. I specialize in backend systems that are observable, scalable, and production-ready, from secure LLM guardrails to sub-$10 ETL pipelines processing millions of records.

profile = {
    "name":       "Asad Tungeker",
    "location":   "Chicago, IL",
    "experience": "14+ years in enterprise IT",
    "focus":      ["LLM / GenAI Integration", "RAG Architectures", "Cloud-Native APIs", "Data Engineering"],
    "stack":      ["Python", "C# / .NET", "TypeScript", "Azure", "FastAPI", "LangChain"],
    "open_to":    "Senior / Staff Engineer roles in AI, Backend, or Data Engineering — USA",
}

Featured Projects

prompt-shield-AI · Python LLM Guardrails Dual-layer guardrail system protecting LLM apps against prompt injection, jailbreaks, and PII leakage before inference hits the model.

auto-refund-ai · Python Streamlit RAG NLP-powered complaint processor that classifies sentiment, extracts intent, and triggers automated refund decisions.

langGraph-superstore-AI-assistant · LangGraph Python Stateful multi-turn shopping assistant with deterministic agent workflows for inventory, orders, and returns.

async-document-processor · C# .NET Azure Functions OCR Async pipeline converting 10,000+ legacy scanned contracts to structured Word/Excel via OCR + OpenAI — 95% accuracy.

adSpend-predictor · Python scikit-learn Sales predictor using polynomial regression with feature transformation and overfitting diagnostics, exposed via Streamlit.

job-title-canonicalization · BERT PyTorch Contrastive Learning Fine-tuned BERT with triplet loss to map 10,000+ raw job titles to canonical seniority levels using LLM-generated hard negatives.

entity-resolution-dedupe-pipeline · Sentence-Transformers Active Learning Customer deduplication pipeline using cosine similarity + active learning — 92% precision at scale.


Architecture Highlights

Domain Achievement
ETL at Scale ADF + .NET pipeline normalizing 3.3M records to Parquet + Cosmos DB — run cost ~$10
AI Observability Full per-call LLM traceability (prompts, responses, datasets, versions) for regulated audit compliance
Model Compression BERT → DistilBERT distillation — 10× parameter reduction, 97% accuracy retained
Legacy Migration Monolith → DDD microservices with TDD; BrainCloud → Cosmos DB for real-time analytics
LLM Safety Production guardrail blocking injection, jailbreaks, and PII at the inference boundary

Tech Stack

Python C# TypeScript SQL PowerShell OpenAI LangChain PyTorch HuggingFace Azure AWS FastAPI .NET Docker Kafka Elasticsearch


Certifications

  • Certified Generative AI Specialist (CGAI)
  • Microsoft Certified Data Engineer
  • Sitecore XM Cloud Certified Developer

Open to Senior / Staff Engineer roles in AI, Backend, or Data Engineering across the USA

LinkedIn Email

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  1. adSpend-predictor-polynomial-regression adSpend-predictor-polynomial-regression Public

    A Streamlit web app that predicts weekly product sales based on advertising budgets for TV, Radio, and Newspaper using a 2‑degree Polynomial Regression model. The model captures the non‑linear, dim…

    Python

  2. prompt-shield-AI prompt-shield-AI Public

    This llm guardrail is an open-source, dual-layer AI input/output guardrail application designed to secure downstream Large Language Models (LLMs) against malicious attacks and data leaks. Built wit…

    Python

  3. ai-macronutrients-detector ai-macronutrients-detector Public

    The Food Nutrition Detector is an ASP.NET Core (.NET 8) Web API that uses Azure OpenAI to identify food in an uploaded image and estimate basic nutritional values. The API accepts an image and retu…

    C# 1

  4. fabric-insights-hub fabric-insights-hub Public

    Advanced analytics portal for Microsoft Fabric - Semantic model exploration, anomaly detection, and operational monitoring powered by Streamlit

    Python

  5. self-correcting-sql-agent self-correcting-sql-agent Public

    A self-correcting SQL agent using LangGraph + Streamlit that learns from errors, reflects on mistakes, and automatically fixes SQL queries through multi-attempt reasoning.

    Python

  6. complianceShield-pro complianceShield-pro Public

    ComplianceShield Pro automates end-to-end data compliance for regulated enterprises — intercepting sensitive data streams, validating against GDPR and PECA frameworks in real-time, encrypting PII w…

    Python