Summary
AI solutions architect and automation engineer who designs, builds, and operates production LLM agents, RAG systems, and data pipelines that remove manual work. Over 10 years across web, data engineering, and applied AI. Currently lead AI and automation at a real estate technology company, where the work runs in production for a live customer fleet, not in demos. Strong across the full path: agent design, workflow automation, data engineering, and the cloud and security engineering to ship it reliably.
Core Skills
AI and Agents
LLM agents, RAG (Pinecone, LangChain), intent recognition (LangExtract), voice AI (Whisper, Gemini, ElevenLabs), MCP tooling, LLM observability
Automation
n8n, Make.com, Langflow, Google Apps Script, workflow orchestration, Chrome extensions
Data Engineering
ETL and ELT, Apache Airflow, PySpark, BigQuery, Google Pub/Sub, Pandas, NumPy
Cloud and DevOps
GCP (Cloud Run, Cloud Functions), AWS, Supabase (Postgres, RLS), Railway, Vercel, Docker, CI/CD, Ansible, DigitalOcean
Languages
Python, JavaScript and TypeScript, PHP, SQL
Professional Experience
Lead AI & Automation Engineer, ValeryFeb 2025 - Present
- Built and shipped an LLM assistant for realtors across four releases: intent recognition (LangExtract), action-plan PDF generation as a microservice, and Gmail, Telegram, and GoHighLevel integrations.
- Engineered an AI Comparative Market Analysis system on n8n with LLMs and computer vision over live MLS data, with email-reply feedback loops and automated QA.
- Designed a fleet-wide LLM observability pipeline running on 73 of 77 machines, keeping API keys off customer boxes.
- Cut new-machine provisioning time by about 50 percent with a golden-image pipeline on DigitalOcean and Ansible.
- Migrated LLM models across 41 live customer machines with zero failures using idle-gating and automatic rollback.
- Hardened data security: Supabase row-level security across all tables and token encryption via Cloud Functions.
Senior Data Engineer, BelgiumImmoMar 2023 - Aug 2024 - Belgium (Remote)
- Led data engineering for a real estate analytics platform, delivering scalable pipelines and predictive-analytics support.
- Designed and deployed ETL pipelines on Apache Airflow and BigQuery, processing millions of real estate data points.
- Reduced data processing time by 40 percent through optimized workflows and resource allocation.
- Built scalable BigQuery data models and collaborated with machine-learning teams to integrate predictive models into production.
DevOps and Automation Specialist, MarketviewAug 2021 - Mar 2023
- Automated large-scale data ingestion pipelines with Python and Apache Airflow.
- Built Superset monitoring dashboards for real-time system performance and data-quality insight.
- Developed CI/CD pipelines for critical infrastructure, and added AI-powered reporting with Google Apps Script and GCP.
Automation Consultant and Developer, Genesis Analytics (UK)Dec 2022 - Feb 2023
- Automated spreadsheet-to-document reporting workflows with Google Apps Script and custom APIs.
- Cut report generation time by 70 percent and integrated AI components for document generation.
AI and Automation Consultant (Independent)May 2017 - Feb 2025
- Architected AI-powered workflows (n8n, Langflow, OpenAI) automating up to 80 percent of manual operations for clients across SaaS, finance, e-commerce, real estate, healthcare, and legal.
- Built RAG knowledge-retrieval systems (Pinecone, LangChain, OpenAI) and scalable ETL pipelines (Python, Airflow, BigQuery, GCP) over millions of records.
- Integrated voice AI agents (Whisper, ElevenLabs, Gemini) and migrated legacy systems from PHP to Python microservices.
- Arizio (healthcare SaaS), Full Stack Engineer. Built and operated a production practice-management platform for clinics: patient and client records, intake forms, clinical notes, and document generation, with Google Forms, Sheets, and Drive integration (Laravel, Vue). Led a security turnaround: fixed cross-tenant access (IDOR), an SQL injection vector, and a broken encrypted-search bug, with zero-downtime migrations, and built an automated browser bot that verified every change.
Senior Web Developer, RoyalInTechApr 2014 - 2016
- Built custom WordPress plugins and themes for e-commerce and service businesses.
- Automated data scraping and reporting (PHP, jQuery, Apps Script) and integrated payment gateways (Stripe, PayPal), reducing manual entry by 50 percent.
Selected Products and Projects
Note-Taker. Autonomous AI meeting-notes system on GCP: a bot joins Google Meet, transcribes with Whisper, summarizes with Gemini, and files notes to Google Docs. Scale-to-zero cost.
Kalima. Live Quranic Arabic learning web app (React, serverless OAuth proxy, audio-synced highlighting). kalima-arabic.netlify.app
fastdatascience. Published Google Sheets Marketplace add-ons that enrich datasets from external data APIs.
mailinthebox. Zero-downtime migration of a production mail and DNS server, plus a hardened, least-privilege DNS provisioning API.
Also: voice AI agent (Whisper, Gemini, ElevenLabs, n8n); AI PDF conversational agent (OpenAI embeddings, Pinecone RAG); AI YouTube Shorts automation that cut manual work by 80 percent.
Education
University of the Punjab, Lahore. Bachelor's degree, 2007 to 2011.
Government College of Technology. Associate's degree, 2016 to 2018.
Certifications
IBM: Python for Data Science, AI and Development
IBM: ETL and Data Pipelines with Shell, Airflow and Kafka
University of Michigan: Using Databases with Python; Python Data Structures