CPU-friendly temporal adaptation layer for software agents and streaming systems.

adaptive-reservoir implements an Adaptive Temporal Substrate: a small reservoir-style state engine designed to turn event streams into predictions and adaptive state channels.

• A lightweight Python library for online temporal adaptation.
• A reusable substrate for software agents, presence engines, and streaming systems.
• A foundation for adaptive state channels such as novelty, stability, drift pressure, confidence, and saturation.

• Not an LLM.
• Not an agent framework.
• Not a memory database.
• Not an HDE core component.
• Not a replacement for semantic or episodic memory.

Run the local checks:

python -m pip install -e .
python -m pip install pytest ruff
python -m pytest
python -m ruff check .

Apache-2.0.