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Systems

Architectures at the scale we build and run. Generalised, without client specifics.

SYSTEM 01 · DATA & AI PLATFORM

Enterprise Data Application

From the data lake to AI agents: one secure, observable platform for business-critical data.

DATA LAKEenterprise data
AUTOMATED SYNCscheduled copy
LOCAL DATABASEoperational store
READ SERVICEquery & aggregate
API LAYERsingle entry point
MCP LAYERtools for agents
AUTHORIZATIONaccess decisions
PERMISSIONSusers & roles
VISUALIZATIONdashboards & reports
EVENT STREAMevery change recorded
AUDIT & LOGSlog readers
DOWNSTREAM APPSreact to events
AI AGENTS
BUSINESS USERShundreds to thousands
MONITORING & ALERTINGwatches every component
DATA LAKEenterprise data
AUTOMATED SYNCscheduled copy
LOCAL DATABASEoperational store
READ SERVICEquery & aggregate
API LAYERsingle entry point
MCP LAYERtools for agents
AI AGENTS
AUTHORIZATIONaccess decisions
PERMISSIONSusers & roles
VISUALIZATIONdashboards & reports
BUSINESS USERShundreds to thousands
EVENT STREAMevery change recorded
AUDIT & LOGSlog readers
DOWNSTREAM APPSreact to events
MONITORING & ALERTING
Data pipelinesAPI layerAuthorizationEvent-drivenMCP & AI agentsObservability
SYSTEM 02 · MODEL PIPELINE

Model Orchestration Pipeline

An orchestrated chain of models: data preparation, simulation and prediction, each step triggered by events and fully audited.

AUDIT LOGwhat ran, where, when
ORCHESTRATORruns the pipeline step by step
REPORT SERVICEbuilds the run report
NOTIFICATIONSinforms end users
END USERS
EVENT BUS & QUEUErequests out, completion events back
DISTRIBUTED COMPUTEML runtime at scale
01 · DATA PREPARATIONextract & load
02 · SIMULATION MODELMonte Carlo, metrics
03 · PREDICTION MODELforecasts & trends
DATA LAKEraw enterprise data
PROCESSING DATABASEinputs, metrics, results
OBJECT STORAGEreports & run metadata
REQUEST → PROCESS → DONE EVENT → NEXT STEPevery step reports back through the bus
ORCHESTRATORruns the pipeline step by step
EVENT BUS & QUEUE
01 · DATA PREPARATION
02 · SIMULATION MODEL
03 · PREDICTION MODEL
DATA LAKEraw enterprise data
PROCESSING DATABASEinputs, metrics, results
OBJECT STORAGEreports & run metadata
DISTRIBUTED COMPUTE
REPORT SERVICE
NOTIFICATIONS
AUDIT LOG
END USERS
OrchestrationEvent-drivenMonte Carlo simulationPredictive modelsDistributed computeAudit & reporting
SYSTEM 03 · MEDICAL IMAGING AI

Clinical Vision Platform

Models trained on historical endoscopy video, then running live next to the doctor: findings highlighted on screen in real time.

TRAININGlearning from history
LIVE ANALYSISnext to the doctor
VIDEO ARCHIVEhistorical recordings
FRAME EXTRACTIONanonymised frames
EXPERT ANNOTATIONlabelled findings
TRAINING DATASETcurated & versioned
GPU COMPUTEtraining at scale
MODEL TRAININGdeep learning
VALIDATIONsensitivity & specificity
MODEL REGISTRYapproved versions
ENDOSCOPEcamera feed
VIDEO STREAMlive or recorded
REAL-TIME DETECTIONmodel in the loop
DOCTOR’S SCREENhighlighted findings
DOCTOR
FINDINGS & REPORTSstored for review
FEEDBACK LOOPnew cases improve the model
TRAINING
VIDEO ARCHIVEhistorical recordings
FRAME EXTRACTION
EXPERT ANNOTATION
TRAINING DATASETcurated & versioned
GPU COMPUTE
MODEL TRAINING
VALIDATION
MODEL REGISTRY
LIVE ANALYSIS
ENDOSCOPE
VIDEO STREAM
REAL-TIME DETECTION
DOCTOR’S SCREEN
DOCTOR
FINDINGS & REPORTSstored for review
Computer visionModel trainingReal-time inferenceModel registryVideo processingFeedback loop
SYSTEM 04 · STREAMING PLATFORM

Global Playback Platform

Live and on-demand video for millions of viewers: every app calls one gateway that decides who can watch, from where and with which ads; its built-in player then pulls encrypted video and audio from the nearest edge.

CLIENT APPSthe player lives inside every app
CONSOLE
PLAYERdecrypts & plays
MOBILE
PLAYERdecrypts & plays
BROWSER
PLAYERdecrypts & plays
PLAYBACK GATEWAYone entry for every device
ENTITLEMENTSmay this user watch?
STREAM SELECTIONnearest CDN edge
AD DECISIONINGwhich ads, where
BOOKMARKSresume where you left off
TRAFFIC ANALYTICSbest way to deliver
MEDIA ORIGINfiles & live encoders
CDN EDGESclose to every viewer
LICENSE SERVICEdecryption keys
VIDEO STREAM
AUDIO STREAM
LICENSE KEYS
CLIENT APPS
CONSOLE
PLAYER
MOBILE
PLAYER
BROWSER
PLAYER
PLAYBACK GATEWAY
ENTITLEMENTS
STREAM SELECTION
AD DECISIONING
BOOKMARKS
TRAFFIC ANALYTICS
MEDIA ORIGIN
CDN EDGES
LICENSE SERVICE
Playback gatewayEntitlementsCDN routingAd decisioningDRM & encryptionAdaptive streaming
END OF TRANSMISSION

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Enterprise Data Application

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Model Orchestration Pipeline

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Clinical Vision Platform

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Global Playback Platform

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