Portfolio

What I’ve Built

Real systems. Real constraints. Real results.

PatternAlarm

Most fraud systems catch problems hours too late. This one scores 10K+ transactions per minute with 97.5% accuracy — fast enough to block fraud before it clears.

Built as a sandbox to stress-test streaming architectures at scale. The interesting part? A 79× performance fix that came from rethinking the pipeline, not throwing more servers at it. Everything ships: Terraform, services, pipelines. ~$300/month to run..

79× PERFORMANCE GAIN
97.5% ACCURACY
$300/MONTH COST

Full write-up on the bottleneck hunt → https://github.com/acourreg/patternalarm

Stack: Kafka · Flink · Spark ML · FastAPI · Airflow · Terraform · Scala · Python · Java

Kafka Flink Spark ML FastAPI Airflow Terraform Scala Python Java AWS

🤖 Gen-AI Data Pipeline


When manual data prep ate 12 hours per config.


New streaming pipelines needed bootstrapping data — extracted manually from messy documents. Slow, error-prone, blocking launches.

Built a GenAI + graph solver combo that parses docs, matches templates, and handles edge cases. Now it takes 5 minutes and costs $0.30.


97% TIME CUT
97% ACCURACY
NO LAUNCH DELAYS


Result: 97% time cut · 97% accuracy · No launch delays

📊 Gaming Analytics Engine

“Just give me the stats” — but flexible, and fast.

Product teams needed to slice player data across any dimension: by game, by region, by cohort, over years of history. Existing tools couldn’t keep up.

Built a custom query engine that translates plain requests into optimized queries across billions of events..

<3 SEC QUERIES
YEARS OF DATA
REAL-TIME ON DEMAND

Result: Real-time on demand analytics over years of data in 3 seconds · No more “we’ll get back to you tomorrow”

🏦 Termsheet Generator

Derivative contracts written by rules, not guesswork.

Trading desks drafted complex contracts manually — slow, error-prone, compliance risk. Each clause depended on dozens of business rules scattered across people’s heads.

Built a solver that encodes those rules and generates contracts automatically. Lawyers review, not write. Controllers approve via admin UI.

50% DRAFTING TIME CUT
€10M+/DAY VOLUME
ZERO COMPLIANCE SURPRISES

Result: 50% drafting time cut · €10M+/day volume · Zero compliance surprises

💃 Dance Marketplace


A real startup — legal, payments, and all.


Marketplace connecting dancers with teachers. But the real work was behind the scenes: web scrapers feeding a live event map, automated Facebook posts, and Analytics funnels optimized through A/B testing.

Full legal stack too — EU-compliant payments, contracts reviewed with a lawyer.

×4 CONVERSION RATE
FULL GTM FROM SCRATCH

Result: ×4 conversion rate · Full GTM from scratch