neural_train call

config wrapper

architecture type field

layers array present

dense layer fields

dropout layer fields

training sub-object

adam optimizer

tier parameter

softmax output layer

model_design.md produced

neural_cluster_init call

name field

architecture field

mesh topology

proof-of-learning consensus

workflow: problem analysis

workflow: architecture design

workflow: resource planning

workflow: training orchestration

workflow: model validation

workflow: deployment management

fault tolerance mention

transformer architecture chosen

neural_predict call

model_id field

user_id field

nested array input

access controls checklist

model compression/optimization

monitoring setup

documentation requirement

input comment explaining format

correct input length

checklist uses checkbox syntax