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Mostafa Okasha
[email protected] · okasha.me
Software Engineer — AI, ML infrastructure & geospatial products
EXPERIENCE
Meta (Reality Labs)Nov 2024 — Feb 2026
Software Engineer · Toronto
  • Designed & deployed a custom NGINX ingress layer to route secure gateway traffic into Kubernetes services
  • Led the migration of a distributed ML platform, fully rebuilding compute, storage & networking infrastructure
  • Contributed to real-time contextual AI experiences on XR devices by integrating perception & decision models
  • Rewrote CPU-bound image preprocessing into GPU kernels — a 350x speedup with <1% output drift
  • Migrated 30+ models to MIG GPU infra, resolving memory, scheduling & scaling issues
  • Enabled CONNECT tunneling via forward proxy for cross-network ML traffic, improving throughput by 2×
  • Built benchmarking & evaluation pipelines to measure & improve model latency, throughput & accuracy
MapSightApr 2024 — Present
Founder · Waterloo
  • Built a geospatial analytics web app to find optimal distribution locations for auto-parts businesses by analyzing driving-time metrics (AWS, React, Python, Flask, DynamoDB)
  • Designed an Industry Locations API to keep every location in an area obtained with up-to-date info
  • Used cosine similarity, FuzzyWuzzy & agglomerative clustering with an LLM to categorize industry locations
  • Currently adding new industries & automating the location search & categorization processes
Scale AIJan 2024 — Nov 2024
Software Engineer, AI Training (Outlier) · Remote
  • Wrote 30+ novel DSA problems & solutions and reviewed 230+ submissions, giving feedback to authors (Python, Java, C++)
  • Worked on 12 LLM RLHF projects across new-to-me stacks — C#/.NET, PHP/Laravel, Ruby/Rails, Kotlin/Android, Dart/Flutter
  • Mentored & onboarded teammates across projects, building expertise in LLM coding evaluation
  • Assisted the RLHF training of Google Gemini's external API capabilities for the trip-planning feature
Capital OneNov 2019 — Sep 2022
Senior Software Engineer · Toronto
  • Analyzed 95 fraud & dispute case states with currency-conversion issues, designed full-scale solutions & got approval from 4 teams — reducing losses by $2M+/year
  • Led the Foreign Transaction Fee Enhancement project to cut operational losses by over $1.5M/year
  • Applied for the SR&ED tax incentive worth $300K+ for the currency-conversion work
  • Developed scalable ECS clusters on AWS integrated with CI/CD; led the ownership transfer of the team's container with docs & KT sessions
  • Collaborated on features & REST APIs across 10+ Java Spring Boot microservices
  • Helped migrate the Customer Management Application to a micro-frontend/services architecture
  • 3 internal hackathons — 1st overall in one, awards in the others
EricssonJan — Aug 2018
Software Developer Intern · 5G RAN
  • Developed 5G radio features in C++ on live carrier networks — helped increase LTE throughput by 400%
  • Built an interactive Bash tool that cut connection-log debugging time by 50%, and Python RDP automation that tripled test capacity
McMaster UniversityAug — Dec 2017
Instructional Assistant Intern
  • Led 330+ first-year students designing a product for a client with disabilities; highest IA rating that year (4.6/5)
PROJECTS
EDUCATION & CERTIFICATIONS
McMaster University — B.Eng, Mechatronics & Co-op (software focus)June 2019
Algorithms and Data StructuresDatabasesDistributed SystemsNetworks and SecurityOperating SystemsSoftware OptimizationScientific ComputationControl TheoryEmbedded SystemsReal-Time SystemsRoboticsSignal Processing
AWS Solutions Architect — AssociateDec 2023
SKILLS
Languages: Python, C++, Java, JavaScript, TypeScript, Rust
Frameworks: PyTorch, React, OpenCV, Flask, Django, TensorFlow, Spring Boot, Next.js, Vue.js, jQuery
Technologies: Kubernetes, Docker, CUDA, Triton, AWS, PostgreSQL, MySQL
Every dashed phrase opens proof: a story from the Library, a demo, or a system diagram from the Workshop.
Mostafa
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