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InsightSynthesizer

Struct InsightSynthesizer 

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pub struct InsightSynthesizer { /* private fields */ }
Expand description

Synthesizes insights from clusters of related experiences using an LLM.

Created via InsightSynthesizer::new() with an InsightSynthesizerConfig.

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impl InsightSynthesizer

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pub fn new(config: InsightSynthesizerConfig) -> Self

Create a new synthesizer with the given configuration.

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pub fn with_defaults() -> Self

Create a new synthesizer with default configuration.

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pub fn config(&self) -> &InsightSynthesizerConfig

Access the configuration.

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pub fn should_synthesize(&self, cluster_size: usize) -> bool

Check if synthesis should be attempted based on cluster size.

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pub fn is_debounced(&self, collective_id: CollectiveId) -> bool

Check if a collective is still within the debounce window.

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pub fn mark_synthesized(&self, collective_id: CollectiveId)

Record that synthesis was performed for a collective (updates debounce timer).

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pub async fn find_cluster( &self, start_id: ExperienceId, substrate: &dyn SubstrateProvider, ) -> Vec<Experience>

Find all experiences connected to start_id via relations (BFS traversal).

Traverses the relation graph starting from the given experience, collecting all reachable experiences. Capped at 50 to prevent runaway traversal on dense graphs.

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pub async fn synthesize_cluster( &self, cluster: &[Experience], collective_id: CollectiveId, provider: &dyn LlmProvider, llm_config: &LlmConfig, ) -> Option<NewDerivedInsight>

Synthesize a cluster of related experiences into a consolidated insight using an LLM.

Builds a prompt from experience contents, calls the LLM, and returns a NewDerivedInsight ready to store. Returns None if synthesis fails.

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