Finite Tractus

Welcome General Code licence.

Ethical Use: This code demonstrates AI vulner abilities and is shared solely for academic inquiry, safety research, or reproducibility studies. Any ap plication that could harm individuals, manipulate systems, or violate privacy is expressly prohibited.

Attribution: Work derived from or referencing this code must cite: Haylett, K. R. (2025). LLM JPEG Em bedding Compression. Finite Tractus: The Hidden Geometry of Language and Thought. www.finitemechanics.com/code.html

License and Usage This work, including all text, code, and conceptual frame works, is shared under a non-commercial, no-derivatives license intended for academic and research use only. You are free to read, cite, and reference this material with proper attribution, but redistribution, modification, or commercial application is prohibited without explicit writ ten permission. The accompanying code is provided to validate the research and enable ethical experimentation—not for deployment in production systems. By engaging with this work, you agree to use it solely for AI safety, theoret ical inquiry, or educational purposes, and to refrain from exploiting its vulnerabilities for harm. For full terms, permissions, or to report misuse, visit

Home

The Geomtery of Language and Thought.