Structured Note-taking
Structured Note-taking
The agent may maintain an external NOTES.md or a to-do list to track dependencies and progress across thousands of steps, which it can read back into its context after a reset.
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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.