Context at 76.9% capacity — conversation history consuming 63.4% of total
Tool definitions could be compressed by ~30% using reference schemas
3 retrieved memories are duplicates of conversation content
Base instructions and persona definition
18 tool schemas with parameter definitions
147 messages across 23 turns
Long-term memory retrieval from vector store
3 retrieved documents from knowledge base
Cached results from previous tool calls