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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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Context Engineering

Tokenization & Embeddings3

Attention & the Context Window4

Prompt & Context Construction4

Retrieval-Augmented Context5

Memory & Long Context4

Advanced Context Engineering7

Agentic context management and the ReAct pattern
Tool calling and structured outputs
Human-in-the-loop and oversight
Multi-agent context sharing
Context compression techniques beyond summarization
Context window budgeting as a formal allocation problem
Capstone: a complete context engineering pipeline in C++

Evaluation & Scoring6

Context Designing7

Lessons

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Context Engineering

Tokenization & Embeddings3

Attention & the Context Window4

Prompt & Context Construction4

Retrieval-Augmented Context5

Memory & Long Context4

Advanced Context Engineering7

Agentic context management and the ReAct pattern
Tool calling and structured outputs
Human-in-the-loop and oversight
Multi-agent context sharing
Context compression techniques beyond summarization
Context window budgeting as a formal allocation problem
Capstone: a complete context engineering pipeline in C++

Evaluation & Scoring6

Context Designing7

Learn Context Engineering Advanced Context Engineering

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Context window budgeting as a formal allocation problem

Turning "what fits in the context window" into an explicit, numerical allocation decision across competing needs, with a worked algorithm and code.

8 min readUpdated 2026-09-03context-engineeringbudgetingoptimization