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.

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

Adaptation Actions

Observation	Adaptation
User always approves quickly	Reduce confirmation prompts
User often corrects output	Increase validation steps
User prefers detailed plans	Expand planning output
User skips certain skills	De-prioritize those skills
High-risk project	Enforce stricter gates
Rapid iteration phase	Streamline for speed

Preference Model

yaml

user_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

Hard Constraints (Never Bypassed)

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

Integration

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

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.