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P2: Add estimate_workflow tool for preflight cost/time projections #248

@Neftedollar

Description

@Neftedollar

Parent epic: #236

Problem

Clients cannot estimate likely runtime/cost before triggering expensive workflows.

Scope

  • Add estimate_workflow tool using historical metrics + configured ceilings.
  • Return confidence band and assumptions.
  • Provide fallback when historical data is sparse.

Acceptance Criteria

  • Tool returns structured estimate (cost, duration, confidence, basis).
  • Estimates are available without starting a job.
  • Documented caveats for low-signal workflows.

Non-goals

  • Hard guarantees of runtime/cost.

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