AI Systems Research · ActionPace
Structural signals in
composable AI systems
Research into the architectural gaps between what AI execution frameworks solve and what they leave undeclared — the implicit contracts that accumulate and transfer complexity onto the human operator.
Frameworks surveyed
6
AutoGen, CrewAI, LangGraph, n8n, OpenClaw, PydanticAI
Files analyzed
1,269
Three-phase funnel · $6.58 total analysis cost
Patterns identified
8 + 4
Eight strengths · four anti-patterns · confirmed at 2–9×