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01
Cost Intelligence
Cost Savings
02
Context Filtering
What gets preserved & what gets discarded
Pre-Filter Breakdown
Response Styles
Top Intents
03
Engram — Memory Substrate
Spatial wings · pgvector embeddings · raw chunk archive
Dedup Quality Breakdown
04
Retrieval & Compression
05
Quality & Feedback
06
Recommendations
07
Memory Architecture Efficiency
Triage-first vs full-context approaches
Memory-Triage Architecture vs Full-Context Approaches
Approach
Total Cost
Cost/Message
Tokens
Score
Efficiency
Tradeoff Analysis
08
Engagement Quality
Quality-Engagement Correlation
Tier
Avg Feedback
Messages w/ Feedback
Period Comparison