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Venture

Circo

A creator-first video platform where I led a 16-person engineering team across media, intelligence, payments and apps.

CTO · Architect · Engineering lead

Systems from Circo

System

The Circo platform

The creator-first video platform the media, intelligence and payments systems on this site belong to: native apps, web, studios and an event-driven backend.

PlatformArchitecture

System

Adaptive streaming and the transcoding ladder

Every upload becomes a ladder of renditions, packaged once for HLS and DASH and served from the edge, so every phone gets the best stream its connection can hold. Live in production.

TranscodingABRCMAF

System

Video moderation that fails closed

A media admission pipeline that probes cheaply, gates on spec, classifies with a model, and always returns one predictable result, rejecting what it cannot inspect.

ModerationContractsReliability

System

Audience affinity: what should I make next?

Recommendation turned around for creators: from your audience, find the topics they watch elsewhere that you haven't made, with privacy floors in code.

AnalyticsPrivacy

System

Payments, wallets, gifting and payouts

A payment service that keeps money, virtual gifts, subscriptions and payouts apart, and wires payment straight into who may watch.

PaymentsLedgersEntitlement

System

Leading an AI-native engineering team

Building and leading a 16-person engineering team across backend, web, mobile, ML and data, with one shared operating model for coding agents.

LeadershipAgentsOperating model

System

VideoSense: an AI video intelligence engine

A pipeline that watches a video the way an editor would: scenes, speech, motion and narrative in; teasers, platform-ready presets, thumbnail crops and monetisation signals out.

Video intelligenceAIPipelines