feat: dream connection eviction uses composite score instead of FIFO

This commit is contained in:
Matthias Queitsch 2026-04-13 19:15:31 +02:00
parent 1c924bf47c
commit df6d819add
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GPG key ID: FDC53CE3FE359E17
3 changed files with 58 additions and 10 deletions

View file

@ -1076,6 +1076,9 @@ pub struct DiscoveredConnection {
pub connection_type: DiscoveredConnectionType,
/// Reasoning for this connection
pub reasoning: String,
/// When this connection was discovered (used for recency scoring during eviction)
#[serde(default = "Utc::now")]
pub discovered_at: DateTime<Utc>,
}
/// Types of connections discovered during dreaming
@ -1277,6 +1280,7 @@ impl MemoryDreamer {
similarity,
connection_type,
reasoning,
discovered_at: Utc::now(),
});
}
}
@ -1699,10 +1703,38 @@ impl MemoryDreamer {
fn store_connections(&self, connections: &[DiscoveredConnection]) {
if let Ok(mut stored) = self.connections.write() {
stored.extend(connections.iter().cloned());
// Keep last 1000 connections
// Keep the 1000 highest-scoring connections using a composite score
// that balances quality (similarity) and recency (age-based decay).
//
// score = similarity * 0.6 + recency * 0.4
//
// Recency uses exponential decay with a 7-day half-life:
// recency = 0.5 ^ (age_days / 7.0)
//
// This means:
// - A brand-new connection with similarity 0.5 scores 0.70
// - A week-old connection with similarity 0.9 scores 0.74
// - A month-old connection with similarity 0.9 scores 0.58
// Strong old connections are retained longer than weak new ones,
// but eventually yield to fresh high-quality discoveries.
let len = stored.len();
if len > 1000 {
stored.drain(0..(len - 1000));
let now = Utc::now();
stored.sort_unstable_by(|a, b| {
let score = |c: &DiscoveredConnection| -> f64 {
let age_days = now
.signed_duration_since(c.discovered_at)
.num_seconds()
.max(0) as f64
/ 86_400.0;
let recency = (0.5_f64).powf(age_days / 7.0);
c.similarity * 0.6 + recency * 0.4
};
score(b)
.partial_cmp(&score(a))
.unwrap_or(std::cmp::Ordering::Equal)
});
stored.truncate(1000);
}
}
}

View file

@ -539,17 +539,23 @@ pub async fn trigger_dream(
// Run dream through CognitiveEngine
let cog = cognitive.lock().await;
let pre_dream_count = cog.dreamer.get_connections().len();
// Capture start time before the dream — composite-score eviction in store_connections
// reorders the buffer, making positional slicing (pre_dream_count..) unreliable.
let dream_start = Utc::now();
let dream_result = cog.dreamer.dream(&dream_memories).await;
let insights = cog.dreamer.synthesize_insights(&dream_memories);
let all_connections = cog.dreamer.get_connections();
drop(cog);
// Persist new connections
let new_connections = &all_connections[pre_dream_count..];
// Filter by timestamp — same approach as dream.rs to avoid positional index issues.
let new_connections: Vec<&vestige_core::DiscoveredConnection> = all_connections
.iter()
.filter(|c| c.discovered_at >= dream_start)
.collect();
let mut connections_persisted = 0u64;
let now = Utc::now();
for conn in new_connections {
for conn in new_connections.iter() {
let link_type = match conn.connection_type {
vestige_core::DiscoveredConnectionType::Semantic => "semantic",
vestige_core::DiscoveredConnectionType::SharedConcept => "shared_concepts",

View file

@ -89,7 +89,12 @@ pub async fn execute(
}).collect();
let cog = cognitive.lock().await;
let pre_dream_count = cog.dreamer.get_connections().len();
// Capture start time before the dream so we can identify newly discovered
// connections by timestamp rather than by buffer position. This is robust
// against the composite-score eviction sort in store_connections, which
// reorders the buffer and makes positional slicing (pre_dream_count..)
// unreliable.
let dream_start = Utc::now();
let dream_result = cog.dreamer.dream(&dream_memories).await;
let insights = cog.dreamer.synthesize_insights(&dream_memories);
let all_connections = cog.dreamer.get_connections();
@ -115,12 +120,17 @@ pub async fn execute(
}
}
// v1.9.0: Persist only NEW connections from this dream (skip accumulated ones)
let new_connections = all_connections.get(pre_dream_count..).unwrap_or(&[]);
// Identify new connections from this dream by timestamp rather than buffer
// position — positional slicing is broken after composite-score eviction
// reorders the buffer.
let new_connections: Vec<&vestige_core::DiscoveredConnection> = all_connections
.iter()
.filter(|c| c.discovered_at >= dream_start)
.collect();
let mut connections_persisted = 0u64;
{
let now = Utc::now();
for conn in new_connections {
for conn in new_connections.iter() {
let link_type = match conn.connection_type {
vestige_core::DiscoveredConnectionType::Semantic => "semantic",
vestige_core::DiscoveredConnectionType::SharedConcept => "shared_concepts",
@ -162,7 +172,7 @@ pub async fn execute(
// Hydrate live cognitive engine with newly persisted connections
if connections_persisted > 0 {
let mut cog = cognitive.lock().await;
for conn in new_connections {
for conn in new_connections.iter() {
let link_type_enum = match conn.connection_type {
vestige_core::DiscoveredConnectionType::Semantic => LinkType::Semantic,
vestige_core::DiscoveredConnectionType::SharedConcept => LinkType::Semantic,