Deterministic Systems Python Packages

carl-studio

Coherence-Aware Reinforcement Learning (CARL) - breakthrough LLM post-training and test-time training paradigm. carl builds the world's most advanced and intelligent agent systems that are a step change over current gen agents

dbl-gateway

Reference implementation of the DBL execution boundary. Deterministic event chain separating intent, policy, and execution.

carl-core

Coherence-Aware Reinforcement Learning (CARL) - breakthrough LLM post-training and test-time training paradigm. carl builds the world's most advanced and intelligent agent systems that are a step change over current gen agents

dof-sdk

Deterministic Observability Framework — formal governance, privacy benchmarks, and adversarial testing for multi-agent LLM systems

veramem-kernel

Minimal cognitive kernel for traceable reasoning, temporal integrity, and data sovereignty.

agentledger-core

Deterministic run ledger for AI agents

logicpearl

Your logic, distilled into pearls. ⚪