Hermes Labs

A capability must first become a recognizable object of investigation. In invention, novel ideas, useful solutions, remembered knowledge, analogies, and changes in problem representation may arise from overlapping operations.

Isolation constructs a research question precise enough to investigate. Studying a faculty separately is a methodological choice; its independence from other functions remains a hypothesis.

An intellectually compelling definition begins an investigation. Construct validity asks whether the task and its measurements actually capture the intended capability. Independent evaluation, explicit information boundaries, controls, and failure criteria make that question testable.

Investigate existing theories before selecting an engineering approach. Retrieval, analogy, search, representation change, or their coordination may explain the behavior. Rival hypotheses should predict observations that can distinguish them; the operational definition must remain independent of the favored mechanism.

The scientific question determines the engineering approach: an existing model, a computational architecture, targeted training, a structured inference procedure, or a new mechanism may be appropriate.

Functional reproduction requires reliable behavior across the specified conditions, appropriate baselines, and held-out evaluation. Mechanistic reproduction makes a stronger claim about correspondence with the human process and requires separate evidence. One successful output establishes neither.

Artificial systems permit interventions on memory organization, information access, selection procedures, representations, and component interactions. Removing, constraining, amplifying, or reorganizing an element can expose dependencies and tradeoffs.

Controlled comparisons and ablations test predicted consequences. A behavioral difference can have several causes, including collateral changes in compute or information; the design must establish which causal interpretation is warranted.

Imagination may influence planning; memory may shape invention; affect may alter attention and valuation. These relationships motivate experiments rather than assumptions of interchangeable capabilities.

Compare components alone and in combination. Different arrangements may produce complementarity, interference, unexpected dependencies, or functions absent from the individual components. Recombination investigates these interaction effects.

Composition concerns system-level coordination: shared interfaces, compatible states, memory access, and resolution of competing outputs. It builds on investigated interactions while asking whether the resulting organization works as a whole.

Evaluate the integrated architecture across sustained tasks, changing conditions, and component failures. Individually functional parts do not guarantee coherent cognition. This is a future-facing engineering objective for Hermes Labs.

An evaluated architecture becomes a new experimental object. Successive designs can alter its components and organizational principles, asking which configurations remain coherent and which acquire useful functions.

Learning, deliberate redesign, computational search, and evolutionary computation are different processes. Each implementation must specify which process produces change and how it is evaluated. Biological evolution and developmental learning require their own models and evidence.