Built-incontext management
Structural Patterns
Structural Patterns
Research suggests that models often perform better on shuffled or unstructured context than on logically structured haystacks, impacting how they process long files.
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Anthropic
Context Windows
Claude API Documentation
Anthropic
Long Context Window Tips
Comprehensive guide to prompt engineering techniques for Claude's latest models, covering clarity, examples, XML structuring, thinking, and agentic systems.
Google AI
Long Context
Learn about how to get started building with long context (1 million context window) on Gemini.
Built-in
Progressive Disclosure
Instead of loading an entire codebase—which would immediately overwhelm the attention budget—modern agents use JIT context. The assistant dynamically loads only the necessary data at runtime.