Crate brainwires_prompting 

brainwires-prompting — adaptive prompting techniques for the Brainwires Agent Framework.

Originally lived in brainwires-knowledge::prompting; extracted in Phase 6 of the layout refactor. Pulls only linfa / linfa-clustering / ndarray / bincode for the K-means task-clustering pipeline. Optional integration with the BKS/PKS knowledge layer for the adaptive PromptGenerator is gated behind the knowledge feature.

Re-exports

pub use clustering::TaskCluster;

pub use clustering::TaskClusterManager;

pub use clustering::cosine_similarity;

pub use library::TechniqueLibrary;

pub use seal::SealProcessingResult;

pub use techniques::ComplexityLevel;

pub use techniques::PromptingTechnique;

pub use techniques::TaskCharacteristic;

pub use techniques::TechniqueCategory;

pub use techniques::TechniqueMetadata;

pub use generator::GeneratedPrompt;

pub use generator::PromptGenerator;

pub use learning::ClusterSummary;

pub use learning::PromptingLearningCoordinator;

pub use learning::TechniqueStats;

pub use temperature::TemperatureOptimizer;

pub use temperature::TemperaturePerformance;

pub use storage::ClusterStorage;

pub use storage::StorageStats;

Modules

clustering

K-means task clustering by semantic-vector similarity. Task Clustering System with SEAL Integration

generator

Dynamic prompt generation. With the knowledge feature enabled, integrates BKS (Behavioral Knowledge System) / PKS (Personal Knowledge System) / SEAL feedback to adapt outputs over time. Prompt Generation with SEAL+BKS+PKS Integration

learning

Technique-effectiveness tracking and BKS promotion logic. Learning & Optimization

library

Library of 15 prompting techniques from the adaptive-selection paper. Technique Library with BKS Integration

seal

SEAL (Self-Evolving Agentic Learning) feedback hook used by generator. SEAL (Self-Explanatory Adaptive Learning) bridge types

storage

SQLite-backed cluster storage (gated by the storage feature). Persistence Layer

techniques

Technique enum + per-technique metadata (category / complexity / characteristics). Prompting Technique Definitions

temperature

Adaptive temperature optimisation per task cluster. Temperature Optimization