13 KiB
13 KiB
Tiered Remediation System
Intelligent remediation that provides lightweight quick fixes for simple issues and comprehensive remediation stories for complex problems.
Remediation Tiers
Tier 1: Environment-Adaptive Quick Fixes (300-500 tokens)
# Auto-initialize environment detection if needed
if [ -z "$BMAD_PRIMARY_LANGUAGE" ]; then
Read tool: bmad-core/tasks/auto-language-init.md
fi
if [ -z "$USE_IDE_TOOLS" ]; then
Read tool: bmad-core/tasks/lightweight-ide-detection.md
fi
# Immediate fixes for common, simple issues using environment-appropriate tools
provide_quick_fixes() {
local ISSUE_TYPE="$1"
local ISSUE_DESCRIPTION="$2"
echo "🚀 Tier 1: Quick Fix Available ($DETECTED_IDE environment)"
echo "Language: $BMAD_PRIMARY_LANGUAGE | Tools: $([ "$USE_IDE_TOOLS" = "true" ] && echo "Native" || echo "CLI Batched")"
case "$ISSUE_TYPE" in
"simulation_patterns")
echo "🎯 Simulation Pattern Quick Fixes:"
echo "• Replace Random.NextDouble() with actual business calculation"
echo "• Change Task.FromResult() to real async operation"
echo "• Remove TODO/HACK comments and implement logic"
echo "• Replace hardcoded values with configuration"
echo ""
echo "⏱️ Estimated time: 5-15 minutes"
echo "📋 Action: Direct implementation - no story needed"
;;
"missing_tests")
echo "🧪 Missing Test Quick Fixes:"
echo "• Add basic unit tests for new methods"
echo "• Copy/adapt existing similar test patterns"
echo "• Use test templates for standard CRUD operations"
echo "• Focus on happy path scenarios first"
echo ""
echo "⏱️ Estimated time: 10-20 minutes"
echo "📋 Action: Add tests directly to current story"
;;
"minor_violations")
echo "📏 Code Standard Quick Fixes:"
echo "• Fix naming convention violations"
echo "• Add missing XML documentation"
echo "• Remove unused using statements"
echo "• Apply consistent formatting"
echo ""
echo "⏱️ Estimated time: 5-10 minutes"
echo "📋 Action: Apply fixes immediately"
;;
esac
}
Tier 2: Environment-Adaptive Guided Fixes (500-800 tokens)
# Auto-initialize environment detection if needed
if [ -z "$BMAD_PRIMARY_LANGUAGE" ]; then
Read tool: bmad-core/tasks/auto-language-init.md
fi
if [ -z "$USE_IDE_TOOLS" ]; then
Read tool: bmad-core/tasks/lightweight-ide-detection.md
fi
# Structured guidance for moderate complexity issues using environment-appropriate methods
provide_guided_fixes() {
local ISSUE_TYPE="$1"
local COMPLEXITY_SCORE="$2"
echo "⚖️ Tier 2: Guided Fix Approach ($DETECTED_IDE environment)"
echo "Language: $BMAD_PRIMARY_LANGUAGE | Complexity: $COMPLEXITY_SCORE"
case "$ISSUE_TYPE" in
"interface_mismatches")
echo "🔌 Interface Implementation Guidance:"
echo ""
echo "🔍 Step 1: Analyze Interface Contract"
echo "• Review interface definition and expected signatures"
echo "• Check async/sync patterns required"
echo "• Identify missing or incorrect method implementations"
echo ""
echo "🔧 Step 2: Update Implementation"
echo "• Implement missing interface members"
echo "• Fix method signature mismatches"
echo "• Ensure return types match interface"
echo ""
echo "✅ Step 3: Validate Integration"
echo "• Run tests to verify interface compliance"
echo "• Check calling code still works correctly"
echo "• Validate dependency injection still functions"
echo ""
echo "⏱️ Estimated time: 20-40 minutes"
echo "📋 Action: Follow guided steps within current story"
;;
"architectural_violations")
echo "🏗️ Architecture Compliance Guidance:"
echo ""
echo "📐 Step 1: Identify Violation Pattern"
echo "• Check against established architectural patterns"
echo "• Review similar implementations for consistency"
echo "• Understand intended separation of concerns"
echo ""
echo "🔄 Step 2: Refactor to Compliance"
echo "• Move business logic to appropriate layer"
echo "• Extract services or repositories as needed"
echo "• Apply dependency injection patterns"
echo ""
echo "🧪 Step 3: Test Architectural Changes"
echo "• Verify all tests still pass"
echo "• Check integration points work correctly"
echo "• Validate performance hasn't degraded"
echo ""
echo "⏱️ Estimated time: 30-60 minutes"
echo "📋 Action: Refactor within current story scope"
;;
esac
}
Tier 3: Environment-Adaptive Full Remediation Stories (1500-2000+ tokens)
# Auto-initialize environment detection if needed
if [ -z "$BMAD_PRIMARY_LANGUAGE" ]; then
Read tool: bmad-core/tasks/auto-language-init.md
fi
if [ -z "$USE_IDE_TOOLS" ]; then
Read tool: bmad-core/tasks/lightweight-ide-detection.md
fi
# Complex issues requiring dedicated remediation stories with environment context
create_remediation_story() {
local ISSUE_TYPE="$1"
local ORIGINAL_STORY="$2"
local COMPLEXITY_SCORE="$3"
echo "🚨 Tier 3: Full Remediation Story Required ($DETECTED_IDE environment)"
echo "Language: $BMAD_PRIMARY_LANGUAGE | Complexity Score: $COMPLEXITY_SCORE (>70 threshold met)"
echo "Environment Tools: $([ "$USE_IDE_TOOLS" = "true" ] && echo "Native IDE integration" || echo "CLI batch mode")"
echo ""
# Execute comprehensive remediation story creation
echo "🔄 Creating dedicated remediation story..."
Read tool: bmad-core/tasks/create-remediation-story.md
echo "📋 Remediation story generated with:"
echo "• Root cause analysis"
echo "• Regression prevention measures"
echo "• Step-by-step implementation plan"
echo "• Comprehensive testing strategy"
echo "• Integration validation checklist"
}
Smart Triage Logic
Environment-Adaptive Issue Classification (100-200 tokens)
# Auto-initialize environment detection if needed
if [ -z "$BMAD_PRIMARY_LANGUAGE" ]; then
Read tool: bmad-core/tasks/auto-language-init.md
fi
if [ -z "$USE_IDE_TOOLS" ]; then
Read tool: bmad-core/tasks/lightweight-ide-detection.md
fi
# Intelligent issue assessment and tier assignment using environment-appropriate analysis
classify_remediation_need() {
local AUDIT_RESULTS="$1"
echo "📊 Environment-Adaptive Issue Classification:"
echo "Analysis Environment: $DETECTED_IDE | Language: $BMAD_PRIMARY_LANGUAGE"
# Extract key metrics using environment-appropriate methods
if [ "$USE_IDE_TOOLS" = "true" ]; then
# Use native IDE tools for pattern analysis
echo "Using native IDE tools for issue pattern detection"
# Would use Grep tool with appropriate patterns for simulation detection
# Would use Read tool for audit results analysis
fi
# Universal metric extraction (works in all environments)
SIMULATION_COUNT=$(echo "$AUDIT_RESULTS" | grep -c "simulation pattern" || echo 0)
MISSING_TESTS=$(echo "$AUDIT_RESULTS" | grep -c "missing test" || echo 0)
INTERFACE_ERRORS=$(echo "$AUDIT_RESULTS" | grep -c "interface mismatch" || echo 0)
ARCHITECTURE_VIOLATIONS=$(echo "$AUDIT_RESULTS" | grep -c "architectural violation" || echo 0)
BUILD_ERRORS=$(echo "$AUDIT_RESULTS" | grep -c "build error" || echo 0)
# Calculate complexity score
COMPLEXITY_SCORE=0
COMPLEXITY_SCORE=$((COMPLEXITY_SCORE + SIMULATION_COUNT * 5))
COMPLEXITY_SCORE=$((COMPLEXITY_SCORE + MISSING_TESTS * 3))
COMPLEXITY_SCORE=$((COMPLEXITY_SCORE + INTERFACE_ERRORS * 10))
COMPLEXITY_SCORE=$((COMPLEXITY_SCORE + ARCHITECTURE_VIOLATIONS * 15))
COMPLEXITY_SCORE=$((COMPLEXITY_SCORE + BUILD_ERRORS * 8))
echo "📊 Remediation Complexity Assessment:"
echo "Simulation Patterns: $SIMULATION_COUNT"
echo "Missing Tests: $MISSING_TESTS"
echo "Interface Errors: $INTERFACE_ERRORS"
echo "Architecture Violations: $ARCHITECTURE_VIOLATIONS"
echo "Build Errors: $BUILD_ERRORS"
echo "Complexity Score: $COMPLEXITY_SCORE"
# Tier assignment logic
if [ $COMPLEXITY_SCORE -le 20 ]; then
echo "🚀 TIER 1 - Quick fixes sufficient"
return 1
elif [ $COMPLEXITY_SCORE -le 50 ]; then
echo "⚖️ TIER 2 - Guided fixes recommended"
return 2
else
echo "🚨 TIER 3 - Full remediation story required"
return 3
fi
}
Integration with Quality Framework
Environment-Adaptive Auto-Triage After Reality Audit
# Auto-initialize environment detection if needed
if [ -z "$BMAD_PRIMARY_LANGUAGE" ]; then
Read tool: bmad-core/tasks/auto-language-init.md
fi
if [ -z "$USE_IDE_TOOLS" ]; then
Read tool: bmad-core/tasks/lightweight-ide-detection.md
fi
# Automatic remediation routing based on audit results with environment optimization
auto_remediation_triage() {
local STORY_FILE="$1"
local AUDIT_RESULTS="$2"
echo "🔄 Environment-Adaptive Auto-Triage:"
echo "Environment: $DETECTED_IDE | Language: $BMAD_PRIMARY_LANGUAGE"
# Classify remediation needs using environment-aware analysis
classify_remediation_need "$AUDIT_RESULTS"
TIER_LEVEL=$?
case $TIER_LEVEL in
1)
echo "🚀 Applying Tier 1 quick fixes..."
provide_quick_fixes "simulation_patterns" "$AUDIT_RESULTS"
echo "💡 Tokens used: ~400 (quick fixes provided)"
;;
2)
echo "⚖️ Providing Tier 2 guided fixes..."
provide_guided_fixes "interface_mismatches" "$COMPLEXITY_SCORE"
echo "💡 Tokens used: ~700 (guided approach provided)"
;;
3)
echo "🚨 Creating Tier 3 remediation story..."
create_remediation_story "complex_issues" "$STORY_FILE" "$COMPLEXITY_SCORE"
echo "💡 Tokens used: ~1800 (full remediation story created)"
;;
esac
}
Environment-Adaptive QA Agent Commands
*quick-fix # Tier 1 - immediate fixes (300-500 tokens) - Auto-adapts to current IDE
*guided-fix # Tier 2 - guided approach (500-800 tokens) - Uses environment-appropriate tools
*create-remediation # Tier 3 - full story (1500-2000+ tokens) - Environment context included
*auto-triage # Smart triage based on complexity (100-2000 tokens) - Universal IDE compatibility
# Environment context automatically included in all commands:
# - Uses Grep/Read/Glob tools in Claude Code CLI for pattern detection
# - Falls back to batched commands in traditional CLI environments
# - Preserves language-specific remediation patterns from auto-detection
# - Optimizes token usage based on IDE capabilities
Token Usage Optimization
Tier Distribution Analysis
Based on typical quality audit results:
| Tier | Percentage | Token Cost | Use Case |
|---|---|---|---|
| Tier 1 | 60% | 300-500 | Simple simulation patterns, minor violations |
| Tier 2 | 25% | 500-800 | Interface mismatches, moderate architecture issues |
| Tier 3 | 15% | 1,500-2,000 | Complex architectural problems, major refactoring |
Expected Token Savings
Previous Approach (Always Full Remediation):
- 10 issues/day × 1,800 tokens = 18,000 tokens/day
New Tiered Approach:
- Tier 1: 6 × 400 = 2,400 tokens
- Tier 2: 2.5 × 650 = 1,625 tokens
- Tier 3: 1.5 × 1,800 = 2,700 tokens
- Total: 6,725 tokens/day
Savings: 63% while maintaining quality and comprehensive coverage when needed
Integration Points
Dev Agent Integration
quality_issue_workflow:
- execute_reality_audit
- auto_remediation_triage # Smart tier assignment
- apply_appropriate_fixes # Tier-specific approach
- validate_resolution # Confirm issue resolved
QA Agent Integration
remediation_workflow:
- assess_issue_complexity # Determine appropriate tier
- provide_tiered_solution # Apply tier-specific remediation
- track_resolution_success # Monitor effectiveness
Success Criteria
- Smart triage classification (100-200 tokens)
- Tier 1 quick fixes for 60% of issues (300-500 tokens each)
- Tier 2 guided fixes for 25% of issues (500-800 tokens each)
- Tier 3 full stories for 15% of complex issues (1500-2000+ tokens each)
- 60-70% overall token savings compared to always using full remediation
- Maintains quality standards across all tiers
- Integration with existing quality framework
This provides intelligent remediation scaling that matches solution complexity to issue complexity, maximizing efficiency while maintaining comprehensive coverage for complex problems!