Amortized Generation Problem

Mon, 01 Jan 0001 00:00:00 +0000

There is amortized problem solving: the model, viewed as an agent, has learned a mapping from prompts to plausible outputs during training and applies that mapping at inference time, without necessarily instantiating the problem as an explicit structure and solving that structure.

Prompt Driven

Mon, 01 Jan 0001 00:00:00 +0000

Prompt-Specified Systems and Prompt-Only Enforcement

A prompt-specified system is one in which prompts specify a substantial part of the system’s functional behavior and an LLM interprets that specification at runtime. The prompts may describe analysis steps, transformations, decision criteria, domain rules, workflows, constraints, or output structure.

Design on Systems & Engineering

Amortized Generation Problem

Prompt Driven

Prompt-Specified Systems and Prompt-Only Enforcement