Enterprise Architecture Showcase

Scalable Video
Infrastructure.

Engineered the core TPStream engine using Django and AWS. Delivered automated AI media pipelines, zero-loss migrations, and low-latency real-time orchestration.

500TB+ Data Managed
99.9% Uptime
100k+ Live Streams
<2s Global Latency

01 // Core Cloud & Discovery

TPStream Engine

Engineered the foundation of the video hosting platform. Utilized Django for backend orchestration and AWS infrastructure—relying heavily on S3 buckets for highly durable raw storage and CloudFront CDN for edge-optimized global delivery.

Django AWS S3 CloudFront CDN

Elastic Asset Discovery

Integrated Elasticsearch to enable sub-second search and metadata indexing across millions of enterprise video assets, transforming a static database into a highly responsive media library.

Elasticsearch

02 // The AI & Media Pipeline

Lumberjack Microservice

Built a dedicated, high-speed microservice focused exclusively on video processing. Leveraging the power of FFmpeg, it handles complex transcoding logic to convert raw ingest into adaptive multi-bitrate streams instantly.

Microservice Architecture FFmpeg Transcoding Adaptive Streaming

Auto-Enrichment Logic

Developed logic to extract frame-accurate preview thumbnails during the transcoding phase. Generated dynamic storyboard sprites to enable Netflix-style hover navigation within the custom player.

Storyboard Gen

AI Accessibility Suite

Implemented an automated subtitle generation pipeline using Whisper ASR. Combined this with LLMs to generate AI-powered video summaries, complete with multi-language support for global user bases.

Whisper ASR AI Summarization

03 // Security & Playback Experience

Military-Grade Protection

Hardened the entire platform against piracy. Implemented dynamic AES-128 encryption and integrated Multi-DRM (Widevine, FairPlay, PlayReady) for premium enterprise content security.

AES-128 Multi-DRM

Custom Proprietary Player

Built a bespoke playback engine combining Video.js core functionality with a reactive Svelte UI wrapper. Engineered for low-latency startup, seamless adaptive quality switching, and complex multi-track audio and caption toggling.

Video.js Svelte Multi-Track Audio

Real-Time Live Orchestration

Engineered LiveFlow orchestration and built a low-latency LiveChat environment utilizing Svelte and Django Channels (WebSockets), capable of handling massive concurrency during live broadcast events.

Django Channels WebSockets

04 // Business Logic & Telemetry

Usage Telemetry

Architected rigorous real-time tracking systems to calculate exact storage footprint and bandwidth consumption on both a daily and monthly basis.

Automated Billing

Leveraged the telemetry data to build a granular billing engine. It dynamically automates complex enterprise invoices based on specific usage-tier limits and overages.

Zero-Loss Migrations

Developed robust data pipelines to execute seamless migrations for enterprise clients transitioning away from competitors like Vimeo, Gumlet, and JW Player.