hon_to_grapa_migration/">Python-to-Grapa Migration Guide</a> for a full mapping and more examples.</p>
</blockquote>
<h2 id="thread-safety-and-parallelism">Thread Safety and Parallelism</h2>
<p>GrapaPy (and Grapa) are fully thread safe by design. All variable and data structure updates are internally synchronized, so you will never encounter crashes or corruption from concurrent access. However, if your program logic allows multiple threads to read and write the same variable or data structure, you may see 