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Issue 444 Parts 3 and 4 Plan

Parts 1 and 2 ship packaged presets plus a pure resolve_capabilities() helper. Parts 3 and 4 consume that resolver without changing dispatch behavior in this branch.

Part 3: Best-of-available assembly command

  • Add brigade roster suggest (or equivalent) that loads a chosen preset, calls HostCapabilityProbe and resolve_capabilities(), and prints every SeatResolution entry with requested seat, outcome, resolved seat, and reason.
  • Check result.usable before emission. When the orchestrator was dropped, print the report and refuse to emit an adoptable roster.
  • Emit the resolved roster TOML (or a concrete path) when the result is usable so operators can adopt the assembled result.
  • Reuse the same report in brigade roster doctor to warn when a seat's declared requirements no longer hold on the host.

Part 4: Evidence-backed stats overlay

  • Add brigade roster stats that reads worker receipt durations and statuses from .brigade/runs/.
  • Compute per-seat medians and failure rates from local evidence.
  • Overlay those stats in suggest/doctor output without mutating the packaged preset files; shipped stats.source remains the author default until local receipts override it in rendered output.