Contact & Feedback
Whether you have suggestions for new tokenizers, ideas for visualizer features, found a calculation bug, or want to collaborate, we'd love to hear from you.
Send Us an Email
Reach out directly for technical questions, partnership inquiries, security disclosures, or general conversations about AI tokenization and neural architecture tooling.
Feedback & Bug Reports
Use our quick community Google Form to submit feature requests, report tokenization discrepancies, or suggest UI/UX improvements with optional screenshots.
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How Your Feedback Helps
Every submission directly impacts the next updates and features released on LLM Matrix Lab.
Suggest Features
Request support for new model vocabularies, audio codecs, custom vision tile geometries, or interactive neural network training exercises.
General Feedback
Share your user experience, thoughts on visual animations, rendering performance, and overall developer console usability.
Report an Issue
Found a token count mismatch, canvas rendering glitch, or calculation issue? Let us know with reproducible sample text.
Looking for Technical FAQs or Documentation?
Find answers to common questions about BPE mechanics, patch formulas, and 100% client-side privacy.