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Data Structures & AlgorithmsComplexity analysis up to graphs and DP.Operating SystemsProcesses, scheduling, memory and concurrency.Database Management SystemsRelational modelling, transactions and indexing.Computer NetworksFrom wires and radio waves up to the web.

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AI Inference EngineeringQuantization, batching and KV caching in production.System DesignScalable systems from first principles.Context EngineeringDesigning the context that LLMs actually reason over.Docker & KubernetesContainers and orchestration, explained.

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Local to Production: Scaling Systems

The Database Problem4

Scaling the App Layer4

Caching for Speed4

Async Work & Scheduling4

Putting It All Together4

The scaling journey of one app, start to finish
A decision framework for scaling
Production essentials you cannot skip: logging, monitoring, payments and cost
The ultimate scaling cheat sheet

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Local to Production: Scaling Systems

The Database Problem4

Scaling the App Layer4

Caching for Speed4

Async Work & Scheduling4

Putting It All Together4

The scaling journey of one app, start to finish
A decision framework for scaling
Production essentials you cannot skip: logging, monitoring, payments and cost
The ultimate scaling cheat sheet

Learn Local to Production: Scaling Systems Putting It All Together

Contribute, invite only

The ultimate scaling cheat sheet

Every trigger, tool, and formula from this course condensed onto one page for fast reference when a real decision is in front of you.

10 min readUpdated 2026-09-04scalingcheat-sheetcapstone