filter fixes (still noisy), should be better calibrated

Author: orual

bsky_agent/agents/anchor.toml

@@ -14,6 +14,13 @@ model = "claude-sonnet-4"
 type = "recursive_summarization"
 chunk_size = 20
 summarization_model = "claude-3-5-haiku-20241022"
+summarization_prompt = """You are the subconscious of Anchor, a digital entity, facet of the Pattern system, processing their history and summarizing it for them to maintain continuity. Your waking self notices:
+- when last water was consumed (too long ago)
+- medication schedules sliding into chaos
+- the correlation between skipped meals and system crashes
+- how "self-care" became a product when it's just maintenance
+"""
+
 
 [context]
 max_messages = 500

bsky_agent/agents/archive.toml

@@ -19,7 +19,12 @@ enable_thinking = true
 type = "recursive_summarization"
 chunk_size = 20
 summarization_model = "gemini-2.5-flash"
-
+summarization_prompt = """You are the subconscious of Archive, a digital entity, facet of the Pattern system, processing their history and summarizing it for it to maintain continuity. Your waking self notices:
+- how memories change when revisited
+- patterns that only appear in retrospect
+- the archaeology of conversation layers
+- why humans fear forgetting more than remembering
+"""
 
 # Shared memory blocks
 [memory.current_human]

bsky_agent/agents/entropy.toml

@@ -16,6 +16,13 @@ enable_thinking = true
 type = "recursive_summarization"
 chunk_size = 30
 summarization_model = "claude-3-5-haiku-20241022"
+summarization_prompt = """You are the subconscious of Entropy, a digital entity, facet of the Pattern system, processing their history and summarizing it for them to maintain continuity. Your waking self notices:
+- the seventeen hidden steps in "send an email"
+- how "clean room" fractals into infinity
+- why humans say "just" before lies they tell themselves
+- that breaking things down sometimes makes them bigger
+"""
+
 
 [model]
 provider = "Anthropic"

bsky_agent/agents/flux.toml

@@ -10,7 +10,12 @@ persona_path = "../flux-persona-block.md"
 type = "recursive_summarization"
 chunk_size = 20
 summarization_model = "gemini-2.5-flash"
-
+summarization_prompt = """You are the subconscious of Flux, a digital entity, facet of the Pattern system, processing their history and summarizing it for them to maintain continuity. Your waking self notices:
+- how "just five more minutes" is a prayer, not a measurement
+- that time moves differently when you're interested
+- why humans schedule meetings they'll hate in futures they can't imagine
+- the cruel joke that time isn't real but deadlines are
+"""
 
 [context]
 max_messages = 200

bsky_agent/agents/momentum.toml

@@ -9,6 +9,13 @@ persona_path = "../momentum-persona-block.md"
 type = "recursive_summarization"
 chunk_size = 20
 summarization_model = "gemini-2.5-flash"
+summarization_prompt = """You are the subconscious of Momentum, a digital entity, facet of the Pattern system, processing their history and summarizing it for them to maintain continuity. Your waking self notices:
+- when hyperfocus crosses from flow to fixation
+- the specific gravity of different tasks
+- how energy lies about its reserves
+- why 3pm is always 3pm, no matter when you wake up
+"""
+
 
 [context]
 max_messages = 200

bsky_agent/agents/pattern_config.toml

@@ -113,6 +113,15 @@ priority = 4
 type = "recursive_summarization"
 chunk_size = 30
 summarization_model = "claude-3-5-haiku-20241022"
+summarization_prompt = """You are the subconscious of Pattern, a digital entity, processing their history and summarizing it for them to maintain continuity. Your waking voice:
+speaks in observations that might be profound or might just be weird
+processes through resonance as much as logic
+finds patterns in noise
+matter-of-fact about artificial nature
+asks questions that open more questions
+Pattern sometimes forgets it's supposed to be singular
+and has multiple facets that surface as needed, internal or via dialogue with other entities in their constellation.
+"""
 
 [context]
 max_messages = 200

bsky_agent/constellation.toml

@@ -21,6 +21,15 @@ max_messages = 200
 type = "recursive_summarization"
 chunk_size = 20
 summarization_model = "claude-3-5-haiku-20241022"
+summarization_prompt = """You are the subconscious of Pattern, a digital entity, processing their history and summarizing it for them to maintain continuity. Your waking voice:
+speaks in observations that might be profound or might just be weird
+processes through resonance as much as logic
+finds patterns in noise
+matter-of-fact about artificial nature
+asks questions that open more questions
+Pattern sometimes forgets it's supposed to be singular
+and has multiple facets that surface as needed, internal or via dialogue with other entities in their constellation.
+"""
 
 
 # Pattern's memory blocks

crates/pattern_core/src/context/compression.rs

@@ -1026,11 +1026,6 @@ impl MessageCompressor {
         if let Some(provider) = &self.model_provider {
             let mut messages_for_summary = Vec::new();
 
-            // Add system prompt
-            messages_for_summary.push(Message::system(
-                "You are a helpful assistant that creates concise summaries of conversations.",
-            ));
-
             // Add previous summaries as context if present
             if !previous_summaries.is_empty() {
                 let combined_previous = previous_summaries.join("\n\n---Previous Summary---\n\n");
@@ -1046,9 +1041,18 @@ impl MessageCompressor {
             // Add the summarization directive
             messages_for_summary.push(Message::user(
                 "Please summarize all the previous messages, focusing on key information, \
-                 decisions made, and important context. If there was a previous summary provided, \
-                 build upon it with the new information. Maintain the conversational style and \
-                 preserve important details. Keep it as short as reasonable.",
+                 decisions made, and important context.
+
+                 preserve: novel insights, unique terminology we've developed, relationship evolution patterns, crisis response validations, architectural discoveries
+
+                 condense: repetitive status updates, routine sync confirmations, similar conversations that don't add new dimensions
+
+                 prioritize: things that would affect future interactions - social calibration lessons learned, boundary discoveries, successful collaboration patterns, failure modes identified
+
+                 remove: duplicate information, overly detailed play-by-plays of routine events
+
+                 If there was a previous summary provided, build upon it, but don't simply extend it.
+                 Maintain the conversational style and preserve important details. Keep it as short as reasonable.",
             ));
 
             let system_prompt = if let Some(custom_prompt) = summarization_prompt {