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Sadi Mustafa
Resume

Sadi Mohammad Mustafa

Software Engineer · AI/ML, Full-Stack, AWS · Calgary, Alberta

I build tools between messy real-world data and the humans who act on it.

At Crbon Labs, I'm building the data platform behind Canada's first orphan well plugging carbon credit issuance.

I fine-tune LLMs, build event-driven data pipelines on AWS, and ship real-time dashboards. Previously at Intel and Trusted Marketing Services.

Resume (PDF)GitHubsam774@usask.caLinkedIn

The Crbon Labs data platform, simplifiedAER, Petrinex, and Fortis feeds flow into three data pipelines with eight-stage processing. The pipelines fan out to a Django REST service and to CarbonFree AI served with vLLM. Both feed the dashboards and CarbonFree AI.AER · Petrinex · Fortis feeds3 data pipelines · 8-stage processingDjango RESTCarbonFree AI + vLLMDashboards · CarbonFree AI
The Crbon Labs data platform, simplified.
Selected outcomes, and where each one happened.
Sustainability records processed1M+ per monthCrbon Labs pipeline: Petrinex, AER, and Fortis feeds
Regulator dashboard latencysub-200 ms600k+ AER/Petrinex records, Redis read-through cache
Carbon credits verified on the platform's data125k+ tonnesCanada's first ACR-verified orphan well issuance
CarbonFree AI base model26B parametersFine-tuned with QLoRA on AER/Petrinex data, served via vLLM
DynamoDB bulk write time40 → 3 min32-thread pool with a matched HTTP connection pool
Postgres load throughput10x+COPY instead of row-by-row INSERT
Facilities indexed for wildfire risk238k+WildfireIQ, pgvector + LangChain RAG over NASA FIRMS
Average API response time25%Trusted Marketing, Django REST refactor, 2021 to 2024
Quartus FPGA compile throughput+12%Intel, C++ compile system on embedded Linux, 2020

Experience

Crbon Labs2025–PresentCalgary

Software Engineer

AI/ML and full-stack. Part of the team behind Canada's first orphan well plugging carbon credit issuance.

  • Shipped real-time regulator dashboards in TypeScript + React backed by a Redis read-through cache, serving 600k+ AER/Petrinex records at sub-200ms latency.
  • Built an event-driven S3 → SQS → ECS Fargate pipeline unifying Petrinex CSV, AER shapefiles, and Fortis GeoJSON into a single facility model, processing millions of records monthly; the data backbone behind Canada's first ACR-verified orphan well carbon credit issuance (125k+ tonnes).
  • Designed a 4-layer idempotency strategy (S3 checksums, DynamoDB composite-key upserts, SQS dedup set, Redis ZADD NX) making pipeline re-runs safe across millions of monthly records.
  • Cut DynamoDB write time from 40 min → 3 min via a 32-thread ThreadPoolExecutor with a matched HTTP connection pool; sped up Postgres loads 10x+ by replacing row-by-row INSERTs with COPY.
  • Contributed to CarbonFree AI, a domain-specific LLM fine-tuned with QLoRA on AER/Petrinex data, served via vLLM with a pgvector RAG pipeline.
  • Standardized infrastructure-as-code with AWS CDK, Docker, CodePipeline for zero-downtime deploys.
Trusted Marketing2021–2024Saskatoon

Full-Stack Developer (Co-op → Contractor)

Joined as a co-op and grew into a contractor role over 3+ years, shipping production apps for small-business clients.

  • Shipped production web apps in Nuxt.js, React, and Django, owning features from Figma handoff through deployment.
  • Refactored legacy services and built RESTful APIs with Django ORM and custom middleware, cutting average response times by 25%.
  • Converted Figma prototypes into responsive, mobile-first components, dropping design-to-deployment turnaround from weeks to days.
  • Set up CI/CD with GitHub Actions and Docker; automated marketing and ETL workflows in Python.
  • Earned return offer from co-op based on technical performance and ownership; retained as contractor for 2+ additional years.
IntelSummer 2020Toronto

Software Developer Intern

Improved Quartus FPGA compile throughput by 12% by enhancing C++ compile system components on embedded Linux. Built a multi-threaded logging utility with POSIX pthreads on VxWorks, cutting debug cycle time during FPGA testing.

Skills

Languages
Python, TypeScript, Scala, C++, SQL
Frontend
React, Next.js, Vue, Nuxt.js, Tailwind CSS
Backend & Data
Django, Node.js, PostgreSQL, pgvector, Kafka, Redis
AI / ML
RAG, QLoRA, vLLM, LangChain, TensorFlow, OpenAI
Cloud & DevOps
AWS, SageMaker, Lambda, ECS, EventBridge, Docker, CI/CD, GitHub Actions, CodePipeline

Selected work

Production2025 to present

Crbon Labs: Carbon Credit Platform

Event-driven pipeline (S3 → SQS → ECS Fargate) processing millions of AER/Petrinex records monthly. The data backbone behind Canada's first ACR-verified orphan well carbon credit issuance (125k+ tonnes). CarbonFree AI served via vLLM with pgvector RAG.

TypeScript · React · Django · PostgreSQL/pgvector · Redis · DynamoDB · AWS (S3, SQS, ECS, CDK) · vLLM · QLoRA

Live demoPersonal

WildfireIQ: RAG-powered Risk Intelligence

AI-driven wildfire risk platform. LangChain-backed RAG over NASA FIRMS satellite data across 238k+ energy sector facilities, vector-indexed with pgvector for sub-second natural-language queries.

Next.js · Django · LangChain · pgvector · GeoPandas · TensorFlow

Open sourcePersonal

Analytics MCP: Autonomous SEO Agent

Python backend that autonomously monitors and improves search performance for local businesses by reasoning over Google Analytics and Search Console through 18 structured MCP tools.

Python · FastMCP · Google Analytics API · Search Console API · asyncio

LivePersonal

Exelan: Gamified Study Timer

Productivity platform with AI-powered session reflections, XP progression, streak tracking, and a real-time global leaderboard with anti-cheat validation.

Next.js · Express · PostgreSQL · Supabase · Prisma · OpenAI

ProductionClient

Property Management Platform

Full-stack platform for Meadow Green with AI-powered tenant communication and real-time property management dashboards. 21+ properties, 100+ monthly users.

React · Node.js · MySQL · GPT-4 · Kafka · Docker

ProductionClient

FrameForge: Real-time Framing Studio

Upload a photo, choose frames and mats, see changes rendered instantly via WebGL/Canvas. Integrates Shopify, Sage, and Canada Post for live checkout and shipping using MACH-aligned microservices.

Nuxt.js · WebGL/Canvas · Shopify · Sage · Canada Post · Jest

GamePersonal

Castle Crushers: Tower Defense

2D tower defense game featuring A* pathfinding, procedural content generation, and dynamic AI behavior trees.

Unity · C# · A* · Behavior Trees

Education

University of Saskatchewan2025Saskatoon

Bachelor of Science, Computer Science

Systems-focused CS program with integrated co-op. Same territory I ended up working in at Crbon Labs.

Coursework Data Structures & Algorithms · Software Engineering · Database Systems · Web Development · Operating Systems · Machine Learning · Distributed Systems · Computer Networks

Apollo GraphQLCertification

Graph Developer · Associate

GraphQL and the Apollo stack end-to-end: schema design, Apollo Server 4, and Apollo Client 3 on the frontend. View credential

Writing

All writing

About

Portrait of Sadi Mohammad Mustafa

Software engineer in Calgary, Alberta. I like working on systems where the data is messy and the stakes are real: energy, sustainability, sensor-to-decision pipelines. Outside of Crbon Labs I spend a lot of time on personal projects at the edge of AI and full-stack tooling.

Stack Python · TypeScript · React · Next.js · Django · PostgreSQL/pgvector · Redis · DynamoDB · Kafka · AWS · QLoRA · vLLM · LangChain

GitHub contribution activity for @sadiamith, trailing 12 months.

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