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The Lab / Production systems

Built in the lab.
Proven in production.

Real data flows. Outcomes that are measured or clearly classified.

Explore the systemsView verified impact
Production route / 06Maritime IntelligenceEvidence / Public data

Production signal corridor for Vietnam Fishing Dashboard: raw inputs pass through ingestion, validation, governance, observation, and proof before an outcome.

Production signal corridor for Vietnam Fishing DashboardRAWSIGNALSINGESTCollectVALIDATEVerifyGOVERNEnforceOBSERVEMonitorPROVECertifyMEASURABLEOUTCOMEMaritime Intelligence
9Published systems
5Operating domains
PrometheusConfigured observation
Self-hostedDocumented estate
02 / Selected systems

Select a system to route its signal through the observatory.

01Reference scenario
15 minAccess target
4Candidate sites
30KResidents modeled
02Reference scenario
92.3%Scenario precision
187 msScenario p99
6Control layers
06Public data
AISPrimary signal
H3Density model
3Alert zones
03 / Complete directory

All Lab systems

Explore the complete Lab by operating domain.

Drive-time analysis turns service gaps into facility placement decisions.

PostGIS / pgRouting / GeoServer / MapLibre

Synthetic transactions move through scoring, investigation, and model controls.

PySpark / Kafka / MLflow / FastAPI

Agents trace a synthetic revenue incident through a medallion data path.

Spark / Delta Lake / LangGraph / MinIO

Public market feeds support regime analysis and time-series exploration.

TimescaleDB / FastAPI / Redis / HMM

A spatial interface connects map layers, services, and infrastructure context.

Three.js / MapLibre / GeoServer / PostGIS

AIS-oriented layers reveal vessel density, routes, and boundary context.

MapLibre / D3.js / Turf.js / PostGIS

Specialized agents coordinate infrastructure, data quality, and security tasks.

LangGraph / FastAPI / Redis / Prometheus

A topology view demonstrates coordinated operations across configured services.

LangGraph / FastAPI / Cytoscape / Prometheus

Bronze, Silver, and Gold layers make quality gates and lineage inspectable.

PySpark / Delta Lake / Airflow / dbt
04 / Operating environment

How the Lab runs

One self-hosted environment, viewed through four operational lenses.

Selected operating pathMaritime IntelligenceMapLibre / D3.js / Turf.js
01Sources
APIsAISDatabasesEvents
02Ingest
KafkaFastAPIAirflow
03Process
PySparkdbtDelta Lake
04Store
PostgreSQLTimescaleDBMinIORedis
05Intelligence
MLflowHMMLangGraph
06Delivery
APIsMapsAlertsReports
InfrastructureProxmox estate
Data servicesPostgreSQL / MinIO
WorkloadsContainers + VMs
ObservationPrometheus configured
05 / Build with production constraints

Need a system that works
outside the prototype?

I design and stabilize data, AI, and analytical systems with observable delivery and measurable outcomes.

Discuss a systemView services