ALwrity version 0.5.6
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ajaysi
@@ -623,11 +623,18 @@ class AIStrategyGenerator:
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{json.dumps(base_strategy, indent=2)}
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Please provide risk assessment including:
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1. Risk identification and analysis
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2. Probability and impact assessment
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3. Mitigation strategies
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4. Contingency planning
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5. Risk monitoring framework
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1. Risk identification and analysis with detailed risk descriptions
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2. Probability and impact assessment for each risk
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3. Specific mitigation strategies for each risk
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4. Contingency planning for high-impact risks
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5. Risk monitoring framework with key indicators
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6. Categorize risks into: technical_risks, market_risks, operational_risks, financial_risks
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IMPORTANT: For risk_categories, categorize each risk into the appropriate category:
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- technical_risks: Technology, platform, tool, or technical implementation risks
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- market_risks: Market changes, competition, audience shifts, industry trends
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- operational_risks: Process, resource, team, or execution risks
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- financial_risks: Budget, ROI, cost, or financial performance risks
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Format as structured JSON with detailed risk analysis and mitigation plans.
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"""
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@@ -652,10 +659,54 @@ class AIStrategyGenerator:
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"risk_categories": {
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"type": "object",
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"properties": {
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"technical_risks": {"type": "array", "items": {"type": "string"}},
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"market_risks": {"type": "array", "items": {"type": "string"}},
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"operational_risks": {"type": "array", "items": {"type": "string"}},
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"financial_risks": {"type": "array", "items": {"type": "string"}}
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"technical_risks": {
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"type": "array",
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"items": {
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"type": "object",
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"properties": {
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"risk": {"type": "string"},
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"probability": {"type": "string"},
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"impact": {"type": "string"},
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"mitigation": {"type": "string"}
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}
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}
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},
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"market_risks": {
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"type": "array",
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"items": {
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"type": "object",
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"properties": {
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"risk": {"type": "string"},
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"probability": {"type": "string"},
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"impact": {"type": "string"},
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"mitigation": {"type": "string"}
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}
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}
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},
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"operational_risks": {
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"type": "array",
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"items": {
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"type": "object",
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"properties": {
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"risk": {"type": "string"},
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"probability": {"type": "string"},
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"impact": {"type": "string"},
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"mitigation": {"type": "string"}
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}
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}
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},
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"financial_risks": {
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"type": "array",
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"items": {
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"type": "object",
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"properties": {
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"risk": {"type": "string"},
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"probability": {"type": "string"},
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"impact": {"type": "string"},
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"mitigation": {"type": "string"}
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}
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}
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}
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}
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},
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"mitigation_strategies": {"type": "array", "items": {"type": "string"}},
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@@ -1079,6 +1130,8 @@ class AIStrategyGenerator:
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def _transform_risk_assessment(self, ai_response: Dict[str, Any]) -> Dict[str, Any]:
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"""Transform risk assessment to frontend format."""
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self.logger.info(f"🔍 Transforming risk assessment. Input: {json.dumps(ai_response, indent=2)}")
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transformed = {
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"risks": [],
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"overall_risk_level": "Medium",
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@@ -1097,10 +1150,43 @@ class AIStrategyGenerator:
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}
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}
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# Extract overall risk level
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if ai_response.get("overall_risk_level"):
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transformed["overall_risk_level"] = ai_response["overall_risk_level"]
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# Extract risk data from AI response
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risks = ai_response.get("risks", [])
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if risks:
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transformed["risks"] = risks[:5] # Limit to 5 risks
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transformed["mitigation_strategies"] = [risk.get("mitigation", "") for risk in risks[:3]]
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# Extract risk categories from AI response
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risk_categories = ai_response.get("risk_categories", {})
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if risk_categories:
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transformed["risk_categories"] = {
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"technical_risks": risk_categories.get("technical_risks", []),
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"market_risks": risk_categories.get("market_risks", []),
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"operational_risks": risk_categories.get("operational_risks", []),
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"financial_risks": risk_categories.get("financial_risks", [])
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}
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# Extract mitigation strategies from AI response
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mitigation_strategies = ai_response.get("mitigation_strategies", [])
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if mitigation_strategies:
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transformed["mitigation_strategies"] = mitigation_strategies
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else:
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# Fallback: extract mitigation from individual risks
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if risks:
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transformed["mitigation_strategies"] = [risk.get("mitigation", "") for risk in risks[:3] if risk.get("mitigation")]
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# Extract monitoring framework from AI response
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monitoring_framework = ai_response.get("monitoring_framework", {})
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if monitoring_framework:
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transformed["monitoring_framework"] = {
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"key_indicators": monitoring_framework.get("key_indicators", []),
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"monitoring_frequency": monitoring_framework.get("monitoring_frequency", "Weekly"),
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"escalation_procedures": monitoring_framework.get("escalation_procedures", []),
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"review_schedule": monitoring_framework.get("review_schedule", "Monthly")
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}
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self.logger.info(f"🔍 Final transformed risk assessment: {json.dumps(transformed, indent=2)}")
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return transformed
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