Distractors
Distractors
Files or code snippets that are topically related to the query but do not contain the answer can cause the model to lose focus or hallucinate.
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Tokalator: A Context Engineering Toolkit for Artificial Intelligence Coding Assistants
We present Tokalator, an open-source context engineering toolkit that provides real-time token budget monitoring, 11 slash commands, quality modeling calculators, and cost analysis tools for AI coding assistants. Supporting 17 large language models across three providers, the toolkit includes a VS Code extension, CLI, and usage tracker. Survey findings reveal that instruction-file injection and low-relevance open tabs are among the primary invisible budget consumers.
Context Windows
Claude API Documentation
Long Context Window Tips
Comprehensive guide to prompt engineering techniques for Claude's latest models, covering clarity, examples, XML structuring, thinking, and agentic systems.
Long Context
Learn about how to get started building with long context (1 million context window) on Gemini.