← All terms Module 2: Constraint Architecture

Constraint Satisfaction Problem

cognitive-interface-architecture / constraint-satisfaction-problem

Definition

The framing of a prompt as a problem in which the model searches for an output that satisfies every stated constraint simultaneously. Useful when designing constraint sets: it forces the prompt designer to check that no two constraints are mutually exclusive and that the solution space is non-empty.

What this prevents

Over-constrained prompts produce refusals or evasions because no output can satisfy all constraints at once. Under-constrained prompts produce outputs that satisfy some constraints while silently violating others.

See this term applied in production

The Agent Control Architecture Pack includes deployable system prompts, AGENTS.md templates, and fully-worked BYOP rebuilds that operationalise every precision term.

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