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[Experience] Ship outcome-first onboarding and human-readable team previews #15

Description

@pate0304

Outcome

Show users what Codesemble found, what it can generate, why every agent exists, and what will change before asking implementation details.

Acceptance criteria

  • First useful proposal appears after at most two user questions.
  • Project stage, runtime capabilities, models, tools, and initial team size are inferred when possible.
  • Users can customize teams in natural language.
  • Every role displays evidence, mission, scope, sandbox, model, cost implication, deliverables, and example tasks.
  • Roles versus workers and project versus global config are understood by at least 90 percent of usability participants.
  • Update and rollback present human-readable deltas and recovery.

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