Projects

ML, systems, and tooling.

Tech filter

3 project(s) matched.

Driver Efficiency Scoring with Double Machine Learning

Software Engineer · Dec 2024 - Present

Built a causal evaluation framework that separated driver behavior from route and weather confounders, producing fair rankings and actionable coaching insights for fleet operations.

Driver ranking fairness

Raw gap

18%

Adjusted

12%

Target

10%

PythonPyTorchScikit-LearnSHAPAWS S3Statistical Inference

35+ · $0.14 kWh/km (12%) · $10k+/fleet annually

LLM Telemetry Copilot for Fleet Analytics

Software Engineer · 2024 - 2025

Created an AI assistant that translated natural-language questions into structured telemetry insights, improving analyst speed and engineering leverage.

Adoption milestones

Engineers

Queries/day

Cost saved

LangChainLangGraphRAGvLLMPythonTypeScript

8 engineers · 600+ · $1,600/month

Real-Time Route Matching over Live GPS Streams

Software Engineer · Dec 2024 - Present

Developed a production route-matching pipeline over noisy vehicle telemetry to reduce unmatched trips and eliminate manual reconciliation overhead.

Pipeline stages

Ingest100%

Score84%

Reconcile71%

Archive92%

TypeScriptNestJSRedisKafkaAWS ECSGeospatial Processing

1,200+/day · 73% · 2 TB/month