Demo

See the framework in action — from naive mapping drift to a calibrated kernel correcting systematic body bias.

Simulation

Naive Mapping

Run the agent with naive mapping only — no calibrated kernel. Watch intentional systematic drift in real time.

python examples/hello_sim.py

Simulation

Load a pre-saved dummy kernel and see systematic bias corrected. Side-by-side before/after in ~10 lines of code.

python examples/hello_kernel.py

Live

Interactive system status panel with real-time service health, environment metrics, and quick actions.