- Learning by Gradient Descent
- Molding, Plasticity, and Relaxation
- Working Mechanisms and the Question of Necessity
- Different Paths: Backpropagation, Equilibrium Propagation, and Evolutionary Search
- Response as the Connecting Thread
- Invocation and Legal Consciousness
- Learning as the Transformation of Further Response
- Responding Well: Achievement and the Exterior Trace
- Nous: Discovering an Intelligibility We Do Not Invent
- Arbitrary Composition and Necessary Relations
- Adequacy Beyond the Training Criterion
- Epekeina tēs Ousias: The Good Beyond Being
The essay examines neural-network learning as the formation of a capacity to respond. Backpropagation, relaxation, and evolutionary search provide different ways for the consequences of an encounter to shape subsequent behavior. Their comparison develops the central claim that learning is responding insofar as it transforms the conditions of further response.
Through invocation, legal consciousness, and practical judgment, the inquiry turns toward the achievement of responding well. An adequate response recognizes demands and possibilities that the answering system does not wholly invent. This raises the question of necessity: whether learning takes form from an exterior intelligibility or becomes proficient at satisfying constructed tests. Plato’s Good beyond being supplies the philosophical horizon for asking what makes a response good beyond the procedure that produces and rewards it.
