ARCANE 5.0 · Adaptive intelligence for direct decisions

The first library for making true System 1 AI models.

Adaptive inference. Grounded decisions. Neural memory. Biologically inspired components.

pip install gpbacay-arcane

The System 1 stack

Four capabilities. One System 1 contract.

ARCANE combines the parts a System 1 model needs to perceive, adapt, recall experience, and produce a direct decision, with each mechanism available as a standalone component.

Adaptive inference

Align internal state through bounded feedback and resonance while processing the current input.

Grounded decisions

Return typed tools, labels, and values tied directly to the input instead of generating prose.

Neural memory

Recall relevant decisions and examples to guide the next response without retraining the model.

Biological mechanisms

Build with feedback, spiking gates, local plasticity, and homeostatic activity control.

Act

ARC 1 returns typed tool calls, extracted fields, and classifications with calibrated confidence.

Explore ARC 1

Adapt

Resonance, plasticity, and homeostasis give models controlled ways to refine state beyond a fixed forward pass.

Understand adaptation

Remember

Hippocampus and Grounded Graph of Thought add example memory, retrieval, and evidence-aware reasoning.

Explore memory