Telemetry-Anchored Chaotic Cipher – A physics-conditioned key evolutionprototype (github.com)

The Telemetry-Anchored Chaotic Cipher (TACC) has been introduced as an experimental cryptographic prototype exploring the potential of physics-conditioned key evolution. Leveraging synthetic telemetry inputs, chaotic ARX mixing, and an authenticated encryption with associated data (AEAD) wrapper using ChaCha20-Poly1305, TACC aims to demonstrate how deterministic telemetry streams can evolve session keys. It's important to note that TACC is not intended for real-world security applications; it lacks formal proofs, security reductions, and reliable randomness, rendering its outputs non-cryptographic. This research prototype serves as a platform for experimentation geared towards understanding the sensitivity of encryption mechanisms to microvariations in synthetic sensor data. With three profiling modes—idle, rough, and thermal_cycle—TACC facilitates the study of how chaos can amplify data variations in key generation. Despite its limitations, including the absence of unpredictability in telemetry inputs and no formal cryptanalysis, TACC provides valuable insights for the AI/ML community and cryptographic researchers interested in unconventional key-evolution techniques, ensuring auditability and reproducibility in synthetic environments.