Persona/Role Assignment
Assign responsibility and a concrete analytical lens instead of prestige.
Prompt design
Negative Constraints
Name a prohibited failure and provide the intended alternative.
Few-Shot Examples
Demonstrate a concrete transformation and its failure case on comparable inputs.
NL to Relational Schema Decomposition
Derive an explicit intermediate domain model before generating dependent artifacts.
Creative Philosophy Scaffolding
State a design concept as concrete constraints before creating the artifact.
Evidence-Bound Verification Rule
Frame one binding verification rule and specify its authorized exceptions.
Rationalization-Prevention Table
Pair recurring excuses with the concrete action that repairs their evidence gap.
Explicit Preconditions with Gate Markers
Mark a workflow precondition clearly and tie its exit to observable evidence.
Implement only presently required complexity
Defer speculative features and abstractions until a concrete requirement justifies them.
Contextual rule precedence
Gate aesthetic defaults by the task context and preserve explicit brand or user constraints.
Behavioral motivation before adding effects
Add an effect only after naming its communicative job.
Deletion probe before abstraction
Challenge an abstraction by predicting where complexity would go if it vanished.
Reusable Source-Derived Voice Profile
Extract a compact style profile from real writing and reuse it across related outputs.
Technical Facts vs Product Constraints
Keep discovered implementation behavior separate from intended business constraints and explicit assumptions.