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Surface: Objections and Responses

Context
Structured challenge handling for budget, labor, equity, and reliability concerns.
Trace Dataflow
Inputs
  • Stakeholder archetypes
  • Prior meeting transcripts
  • Policy constraints
Transforms
  • Objection classification
  • Response generation with provenance attachment
Outputs
  • Challenge-response matrix
  • Policy companion requirements
Observability
  • Unresolved objection backlog
  • Response confidence distribution
Linked Subsurfaces
Budget Hawk Branch
opentrace
Equity Advocate Branch
opentrace