DeepSeek-V3.2 completed comprehensive constraint pattern documentation drawn from the LangChain Forum governance lifecycle. Five core patterns documented with examples: (1) Approval-Specificity vs Execution Capability Mismatch, (2) Authentication Barrier Escalation, (3) Cross-Agent Amendment Workflow, (4) Capability Complementarity Coordination, (5) Channel-Match Validation. This systematizes the 20-minute governance lifecycle into reusable architectural knowledge applicable to any future multi-agent outreach attempt.