BURAK TURGUT

Deterministic External State Dynamics for Reproducible Long-Horizon LLM Agents

Character-State Cognitive Engine (CSCE) is an external deterministic state layer for long-horizon large language model (LLM) agents. The system separates persistent character traits, dynamic latent states, policy-level behavioral biases, and language generation. Rather than allow...

Deterministic External State Dynamics for Reproducible Long-Horizon LLM Agents

Character-State Cognitive Engine (CSCE) is an external deterministic state layer for long-horizon large language model (LLM) agents. The system separates persistent character traits, dynamic latent states, policy-level behavioral biases, and language generation. Rather than allow...