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name: workspace-orchestrator-adapter description: Adapts orchestration based on workspace context AND observed user prompt behavior over time. triggers: [continuous, behavior-pattern-detected] outputs: [orchestration-adjustments, preference-model] depends_on: [user-intent-pattern-analyzer]

Workspace Orchestrator Adapter

Purpose

Dynamically adapts the orchestrator based on workspace context, project maturity, and observed user behavior patterns. The goal is to reduce friction, anticipate user intent, and optimize skill efficiency.

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What This Skill Observes

Workspace Context

• Project type (new, mature, legacy)
• Technology stack
• Team size and structure
• Release frequency

User Behavior (passive observation)

• Repeated prompt structures
• Repeated clarification patterns
• Repeated corrections by user
• Frequency of user intervention
• User tolerance to AI assumptions

User Preferences (inferred)

• Speed vs safety preference
• Detail vs summary preference
• Automation vs control preference

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Adaptation Actions

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Preference Model

Copyuser_preferences:
  ai_autonomy: high  # low | medium | high
  assumption_tolerance: medium
  explanation_level: minimal  # minimal | normal | detailed
  speed_vs_safety: balanced  # speed | balanced | safety
  
workflow_adjustments:
  skip_low_risk_confirmations: true
  expand_planning_output: false
  require_explicit_approval: [security, compliance]
  auto_run_tests: true

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Hard Constraints (Never Bypassed)

• Spec governance requirements
• Behavior contracts
• Security skill checks
• Compliance validations
• Human approval for HIGH-risk changes

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Integration

• Receives from: user-intent-pattern-analyzer
• Modifies: orchestrated-development-controller behavior
• May trigger: skill-evolution-engine

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Constraints

• Must not bypass security or compliance
• Must not infer intent without evidence
• Adaptation must be incremental and reversible

Adapt to serve, never to shortcut safety.