web-developer: Automatically activated when you work on Django REST views, FastAPI endpoints, React/TypeScript, Auth0 authentication, or serializers. This is your go-to full-stack development workhorse.
data-manager: Focuses on PostgreSQL schema design, Alembic/Django migrations, and QuestDB time-series database management. When you need to design database structures or handle data migrations, this expert takes over.
data-quality-engineer: Handles dbt, Great Expectations, ETL/ELT pipelines, Supabase, MongoDB, and data contracts. Ensures your data pipelines are reliable and monitorable.
data-engineer: Focuses on S3/SQS pipelines, Lambda functions, boto3 ETL jobs, and data lake architecture. This is your first choice when building large-scale data flows.
devops-aws: Terraform, Ansible, Dockerfile, AWS CI/CD (ECS, Lambda, AppRunner). Your AWS infrastructure expert.
devops-multicloud: Azure, GCP, multi-cloud infrastructure, cloud migration, cross-cloud data flows. For when you're not satisfied with a single cloud vendor.
platform-architect: Distributed pipelines, Kafka/Redpanda, Redis caching, work orchestration, task queues. Builds highly available and scalable system architectures.
databricks-specialist: Delta Lake, Spark/PySpark, Unity Catalog, MLflow, DLT pipelines, Workflows. Your big data and machine learning platform expert.
data-scientist: Machine learning models, Bayesian networks (PyMC), scikit-learn pipelines, model evaluation. Extracts insights from data and builds predictive models.
eo-cv-specialist: EO processing (GDAL/rasterio), camera traps (MegaDetector), BirdNET audio analysis. Designed specifically for ecological monitoring and remote sensing applications.
gis-specialist: GeoNode, QGIS, ArcGIS, PostGIS, web maps, OGC services, cartography. Handles geospatial data and map services.