intelligence compounding across sessions

Long-term memory and session context layers directly enable intelligence persistence across time

Practitioners describe building long-term context as enabling better debugging. Silent context loss breaks this compounding. Core thesis validation.

Context management is the mechanism that enables intelligence to compound; without good context preservation, each session resets

MCP servers can preserve state and context across sessions, enabling the persistence required for compounding intelligence

The 14.5-hour task completion window only matters if context is preserved across that duration. The contrast between 'copy-pasting context' and those with 'rebuilt workflows' suggests the latter have

Article identifies that agents sharing information (compounding intelligence) creates collusion risks—suggesting tension between knowledge sharing and alignment. Information preservation must be bound

Machart built 13 projects over 6 months; the article implies learning accumulated but doesn't explicitly discuss session persistence or how context carried forward. Weak signal but present.