Systems thinker.
Product builder.
Guillaume Ah-ki — senior engineer who shipped systems handling 500M+ daily requests at Amazon, now building AI products in Montreal.
500M+Daily Requests
$100M+Revenue Impact
5 → 60Team Growth
6+Years Shipping
Currently active
Storia TechnologiesLead Full Stack
GlobalChinaEV~1M views
InvestMoatAI investing
Location
Montreal, QC 🇨🇦
EST · Bilingual FR/EN
Core stack
LangGraphNext.jsPythonAWSAirflow
Professional Track Record
S
Lead Full Stack Developer
Storia Technologies· Apr 2024 – Present MontrealCurrent
- Built AI agents with LangGraph and LangChain for high-reasoning, multi-step data retrieval across heterogeneous document sources
- Engineered a PDF ingestion pipeline — parsing, chunking, embedding, and vector storage — powering semantic search across the document corpus
- Automated data pipelines and business processes through Apache Airflow; modular ETL library with S3 integration shipped across 5 production systems
A
SDE II
Amazon· Jul 2020 – Apr 2024 Vancouver
- Backend APIs (Spring) and offline pipelines powering Amazon's AI recommendation systems — 500M+ daily requests across 11 global marketplaces
- A/B testing framework that drove $100M+ in annual revenue growth
- Grew the team from 5 to 60 engineers while expanding the product into 11 international markets
S
Co-Founder & Full Stack Developer
Skylow· May 2018 – Dec 2019 Montreal
- Co-founded the startup and grew it to $200K in annual revenue
- Led a team delivering 5 mobile and web apps for clients across Canada and the USA
- Production app with thousands of active users and a 4+ star rating on Google Play
Education
C
B.Sc. Computer Science
Concordia University· Montreal, QC 2016 – 2020
Selected Projects
Platform tracking the global expansion of the Chinese EV industry — spanning an AI writing agent, a CMS, automated n8n pipelines, and an interactive charts product.
AI Writing AgentCMS Platformn8n PipelinesCharts Product
PythonAWSAirflowDockern8n
~1M total viewsLaunch Platform
AI-era moat investing research framework. Scores stocks on moat durability, growth trajectory, and live valuation to build high-conviction portfolios.
PythonTypeScriptNext.jsAWSn8n
Technical Skills
Languages
JavaTypeScriptPythonJavaScriptSQL
Frameworks & Backend
ReactReact NativeNext.jsSpringNode.jsREST API
AI & ML
LangGraph / LangChainNLP
Cloud & DevOps
AWSDockerCI/CDAirflown8nIaCElasticsearchMonitoringA/B Testing
Databases
PostgreSQLDynamoDBRedisElasticsearchVector DBNoSQLS3
Languages & Recognition
Languages
French
BilingualNative fluency — Montreal market ready
English
BilingualFull professional proficiency
Cantonese
AdvancedStrong spoken proficiency
Mandarin
ConversationalWorking knowledge
Awards & Hackathons
Amazon Org Hackathon
1st Place2022
2018 Hackathon Season
Nuance Challenge — McHacks1st Place
AstuceMedia Challenge — ConUHacks 31st Place
Mission Hack2nd Place
Montreal & Remote
Let's build something
great together.
Bilingual FR/EN · Senior Full Stack · Montreal
© 2026 Guillaume Ah-ki · Montreal, Canada