Carter Liu
@carterliu
Senior AI engineer specializing in generative and multimodal production systems.
What I'm looking for
I am a Senior AI/ML Engineer who builds production-scale generative AI systems, LLM-powered agents, and multimodal intelligence across video, audio, vision, and text. I turn advanced research—LLMs, diffusion models, multimodal transformers, retrieval systems—into high-impact user-facing products and design the data pipelines and lakehouse architectures that power them.
I've delivered measurable product outcomes at companies including Notion, Descript, Skydio, Flatiron Health, and NVIDIA, driving large-scale deployments, inference optimizations, and robust evaluation/safety platforms. I focus on bridging research, engineering, and data infrastructure to deliver scalable, reliable AI experiences used by millions.
Experience
Work history, roles, and key accomplishments
Co-developed Notion AI core writing, reasoning, and multimodal features, increasing AI-assisted content creation 3.4× and premium adoption 52% while reducing workflow time ~40% via agent automation.
Senior Machine Learning Engineer
Descript
Oct 2020 - Mar 2023 (2 years 5 months)
Built multimodal editing intelligence and real-time media pipelines that reduced creator editing time ~45%, increased short-form video creation 2.1×, and cut processing cost per minute 55%.
Machine Learning Engineer II
Skydio
Apr 2018 - Sep 2020 (2 years 5 months)
Developed real-time perception and sensor-fusion models for autonomous drones, improving obstacle-avoidance reliability 27% and reducing onboard inference latency 45% on Jetson-class hardware.
Software Engineer
Flatiron Health
Oct 2015 - Mar 2018 (2 years 5 months)
Built clinical NLP and ETL pipelines that improved extraction accuracy 18%, reduced EHR processing time from 9 to 3 hours, and decreased manual abstraction effort 40%.
Parallelized GPU computer-vision kernels in CUDA/C++, accelerating feature extraction and stereo depth estimation for faster inference.
Education
Degrees, certifications, and relevant coursework
Massachusetts Institute of Technology
Master of Science, Electrical Engineering and Computer Science
2013 - 2015
Completed a Master of Science in Electrical Engineering and Computer Science focusing on advanced topics in EECS and machine learning.
Massachusetts Institute of Technology
Bachelor of Science, Electrical Engineering and Computer Science
2009 - 2013
Completed a Bachelor of Science in Electrical Engineering and Computer Science with foundational coursework in systems, algorithms, and signal processing.
Tech stack
Software and tools used professionally
Azure Synapse
Apache Spark
GitHub
Kubernetes
GitHub Actions
Gmail
Node.js
Databricks
OpenCV
FFMPEG
Redis
Terraform
WebGL
WebAssembly
PyTorch
scikit-learn
DeepSpeed
Kafka
Grafana
Prometheus
OpenTelemetry
Gemini
gRPC
Elasticsearch
Milvus
Kafka Streams
Airflow
CUDA
SQL
Buildkite
XGBoost
LightGBM
Dagster
Apache Iceberg
Weaviate
Refine
Monte Carlo
Feast
DataHub
LanceDB
Delta Lake
vLLM
Great Expectations
LakeFS
JAX
Stable Diffusion
Flyte
ONNX Runtime
pgvector
LangGraph
Loops
Dynamic
Increase
Rig
GraphRAG
Bird
Task
Factory
Safe
WebGPU
Availability
Location
Authorized to work in
Website
carter20.devJob categories
Skills
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