Plan B Gulf LLC

SEP 2019 - DEC 2019

Software Engineering Intern

• Designed multiple LLM/RAG compliance automations for a public-sector finance department
• Streamlined AP invoice review by building an Invoice Validator that automated a 4-way match across ERP data, contracts, invoices, and policy controls
• Cut supplier reconciliation time by 85%+ by developing a Supplier Reconciliation Automation that intelligently maps purchaser fields to inconsistent vendor columns by sampling row data, then reconciles records and bins discrepancies by type for faster exception resolution
• Built automated approval-compliance validators (RACA + Delegation of Authority) that applied policies to detect violations and ensure transactions met governance requirements, reducing manual review and audit rework
• Built an LLM-powered report search tool that contextually retrieves insights across 1,000+ Power BI and ERP reports, eliminating hours of manual searching
• Workshopped prototypes with the CFO, earning stakeholder sign-off and packaging solutions for production handoff
• Developed an LLM-powered judicial assistant prototype, supporting stages of case processing, including document understanding, summarization, precedent retrieval, and drafting assistance
• Integrated retrieval-augmented generation, tool-calling, and rule-based validation to demonstrate strong potential reductions in manual review workload

Elections Canada

APR 2025

Deputy Returning Officer

- Served Electors

Elections Ontario

FEB 2025

Deputy Returning Officer

- Served Electors

Al Jazeera

DEC 2023 - FEB 2024

ML Engineer Freelancer

• AI gen translated voice clone w/ gen lip sync
• Designed platform-agnostic fact-checking pipelines tools for journalists
• API throttler/balancer to monitor & auto adjust to avoid rate limiting

Elections Ontario

JUN 2022

Deputy Returning Officer

- Served Electors

Microsoft

SEP 2019 - DEC 2019

Software Engineering Intern

• Built Smart Attendance tool w/ faceID to show Azure AI/ML at QitCom
• Developed help chatbot for employees of a client company
• Transcriber, Translator & NER tool for Police for inter-lingual comms
• Represented Microsoft w/ customers to gather reqs & implement solutions

Al Jazeera

JUN 2018 - SEP 2018

Software Engineering Intern

• NLP and Computer Vision to automate claims validation on visual and audio sources

Al Jazeera

DEC 2023 - FEB 2024

ML Engineer Freelancer

• AI gen translated voice clone w/ gen lip sync
• Designed platform-agnostic fact-checking pipelines tools for journalists
• API throttler/balancer to monitor & auto adjust to avoid rate limiting

This Site

ONGOING

• Landing Page
• CV Cards
• Card logos from Projects
• Upload and link Project code
• Build and Software Stack

Music Learning App

ONGOING

• Detect Musical Pitch
• Chord deduction
• Rhythm detection
• STEP 2: Port to mobile

3D Terrain Generator

OCT 2024

• Perlin Noise Generator
• fractal Brownian Motion layering
• Transform mesh and render
• STEP 2: Tectonic Structure

Cycling Minimap & HUD

JUL 2022

• Generate minimap from GPS data
• Generate spedometers for sensor data
• Overlay and sync with POV video
• STEP 2: Customizers

Genome post processing & Visualization

JUL 2022

• Genetic heatmap w/ freq of segments of your DNA amongst relatives
• A mutation map which showing SNPs you have the mutated form on
• Cluster graph maps relatives w/ common dna to help construct trees
• STEP 2: Package

IBC 2019

SEP 2019

• Presented AI-based video analysis POC
• Contributed to LCVEC discussions shaping MPEG-5 standard

QitCom 2019

OCT 2019

• Presented Smart Attendance POC and showcased Surface devices (Hub 2, Studio)