4 projects
pysakshi
A metacognitive runtime for Python agents: the Witness pattern.
linoss-dynamics
Small NumPy runtime helpers for LinOSS-style oscillator dynamics with explicit damping.
elume
Agentic memory with mental-model architecture. Deterministic, replay-safe substrate for cognitive-architecture agents: LinOSS temporal encoding, Hopfield attractor memory, mental-model and metacognitive primitives, strategy evolution, pluggable MemEvolve benchmark adapter. Contribution: byte-identical replay, immutable lineage, provider abstraction, composable operators.
metatotai
Active-inference-driven meta tree-of-thought planning engine. Public protocol surface (LLMProvider, TraceSink, WorldModelProvider, MemoryProvider, ThoughtseedPromoter, DecisionLearner). Engine implementation arrives in 0.2.0. Distinct from kyegomez/Meta-Tree-Of-Thoughts.
