SYNOMORPHSource datasets
Record source, institution, version, publication, license, and permitted use.
RESEARCH / METHODS
From anatomical data to embodied action.
Every executable system needs explicit source data, assumptions, dynamics, interfaces, evaluation, and limitations.
METHOD LAYERS
Graph preprocessing
Document transformations from source structure to executable representation.
Neuron model
State the mathematical model and where it departs from biology.
Encoder
Map sensory or synthetic input into explicit system signals.
Decoder
Translate network state into interpretable values or control actions.
Embodiment layer
Connect outputs through a versioned virtual, robotics, or software adapter.
Task gate
Distinguish known work from new, uncertain, changed, or failed situations.
Trajectory distillation
Transform verified successful reasoning into a versioned skill, policy, or procedure.
Procedural memory
Retrieve, execute, verify, update, and audit reusable behavior without changing foundation-model weights.
Evaluation
Define tasks, baselines, metrics, and repeatability before making claims.
Limitations
Keep unsupported biological fidelity and generalization claims out of results.