Fixes to LaunchDarkly AI Configs + Strands implementation

launchdarkly/ai_config_strands/.env.example

@@ -1,12 +1,16 @@
 # Shared LaunchDarkly Configuration
-LD_SERVER_KEY='add your SDK server key'
+LD_SERVER_KEY='add your LaunchDarkly SDK server key'
+
+# LaunchDarkly API Access Token (for management operations)
+# Get this from Account Settings → Authorization in LaunchDarkly dashboard
+LD_API_KEY='add your LaunchDarkly API Access token server key'
 
 # Shared AI Config identifier for multi-agent system
 # Change this value if you want to create a new AI config
-LD_AI_CONFIG_ID='multi-agent-llm-prompt'
+LD_AI_CONFIG_ID='multi-agent-strands'
 
 # LaunchDarkly project key
-LD_PROJECT_KEY='add your project name'
+LD_PROJECT_KEY='add your LaunchDarkly project name'
 
 # Agent-specific roles for context targeting
 TEACHER_ORCHESTRATOR_ROLE=teacher-orchestrator

launchdarkly/ai_config_strands/.gitignore

@@ -0,0 +1,25 @@
+# Environment variables
+.env
+
+# Virtual environments
+venv/
+bootstrap/venv/
+
+# Python cache
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+.Python
+
+# IDE files
+.vscode/
+.idea/
+*.swp
+*.swo
+
+# OS files
+.DS_Store
+Thumbs.db
+
+repl_state/

launchdarkly/ai_config_strands/bootstrap/README.md

@@ -19,8 +19,22 @@ export LD_PROJECT_KEY="your-project-key"
 ```
 
 ### 3. Run the Script
+
+#### Recommended: Skip Existing Resources
 ```bash
+python create_ai_config.py --skip-existing
+```
+
+#### Other Options
+```bash
+# Normal mode (may encounter conflicts)
 python create_ai_config.py
+
+# Force targeting updates (use with caution)
+python create_ai_config.py --skip-existing --force-targeting
+
+# Show help
+python create_ai_config.py --help
 ```
 
 ## 📋 What the Script Does
@@ -70,25 +84,46 @@ Example:
 
 ## 🔧 Troubleshooting
 
-### Common Issues
+### Fixed Issues (Latest Version)
+
+The script has been updated to handle common errors:
+
+1. **Resources already exist**: Gracefully handles existing segments, AI model configs, AI configs, and variations
+2. **YAML syntax error**: Fixed malformed YAML in the manifest file
+3. **Targeting rule conflicts**: Smart conflict detection to avoid duplicate targeting rules
+4. **Internal service errors**: Improved error handling and resource existence checking
+
+### Common Issues & Solutions
 
 **Missing Environment Variables**
 ```
 ❌ LD_API_KEY environment variable not set
 ```
-Solution: Set your LaunchDarkly API key
+Solution: Set your LaunchDarkly API key or add to `.env` file
+
+**"Already exists" errors**
+```
+❌ Segment already exists
+```
+Solution: Use `--skip-existing` flag
 
 **Variation Key Mismatch**
 ```
 ❌ Variation key 'computer_science_assistant' not found in variation map
 ```
 Solution: Check that segment names match variation keys (use hyphens, not underscores)
 
-**Duplicate Rules**
+**Duplicate Targeting Rules**
 ```
 ❌ Failed to update targeting: 400 - new rule is exact duplicate
 ```
-Solution: Delete existing AI Config or modify targeting rules
+Solution: Script now automatically detects and skips duplicate rules
+
+**Internal Service Errors**
+```
+❌ 500 Internal Server Error
+```
+Solution: Usually resolved by improved error handling in latest version
 
 ### Debug Mode
 Add detailed logging by modifying the script or checking the console output for step-by-step progress.
@@ -103,11 +138,17 @@ The `ai_config_manifest.yaml` defines:
 
 ## 🔄 Re-running the Script
 
-The script handles existing resources:
-- **Segments**: Skips if already exist
+The script intelligently handles existing resources:
+- **Segments**: Skips if already exist (with `--skip-existing`)
 - **AI Config**: Skips if already exists  
 - **Variations**: Skips if already exist
-- **Targeting**: Updates existing rules
+- **Targeting**: Detects and avoids duplicate rules
+
+### Command Line Options
+
+- `--skip-existing`: Skip creating resources that already exist (recommended)
+- `--force-targeting`: Force targeting rule updates even if rules exist (use with caution)
+- `--help`: Show all available options
 
 ## 🛡️ Security
 

launchdarkly/ai_config_strands/bootstrap/ai_config_manifest.yaml

@@ -1,5 +1,5 @@
 project:
-  key: "mp-webinar-test-1"
+  key: "gcasilva"
   environment:
     - key: production
   segment:
@@ -52,84 +52,90 @@ project:
         contextKind: "user"
         negate: false
   ai-config:
-    key: "multi-agent-llm-prompt"
+    key: "multi-agent-strands-agentcore-2"
     description: "Multi-agent LLM Prompt"
     ai-model-configs:
-    - name: "us.anthropic.claude-3-7-sonnet-20250219-v1:0"
-      key: "Bedrock.us.anthropic.claude-3-7-sonnet-20250219-v1-0"
+    - name: "us.anthropic.claude-3-5-sonnet-20241022-v2:0"
+      key: "Bedrock.us.anthropic.claude-3-5-sonnet-20241022-v2-0"
       costPerInputToken: 0.000003
       costPerOutputToken: 0.000015
-      id: "us.anthropic.claude-3-7-sonnet-20250219-v1:0"
+      id: "us.anthropic.claude-3-5-sonnet-20241022-v2:0"
       provider: "Bedrock:Anthropic"
+    - name: "us.amazon.nova-pro-v1:0"
+      key: "Bedrock.us.amazon.nova-pro-v1-0"
+      costPerInputToken: 0.0000008
+      costPerOutputToken: 0.0000032
+      id: "us.amazon.nova-pro-v1:0"
+      provider: "Bedrock:Amazon"
     variations:
     - key: teacher-orchestrator
       system_prompt_source: fallback_prompts/teacher_orchestrator_fallback_prompt.txt
-      model_config_key: Bedrock.amazon.nova-pro-v1:0
+      model_config_key: Bedrock.us.amazon.nova-pro-v1-0
       parameters:
         custom_parameters: '{"maxTokens":4096,"temperature":0.9,"topP":0.9}'
     - key: computer-science-assistant
       system_prompt_source: fallback_prompts/computer_science_assistant_fallback_prompt.txt
-      model_config_key: Bedrock.us.anthropic.claude-3-7-sonnet-20250219-v1-0
+      model_config_key: Bedrock.us.anthropic.claude-3-5-sonnet-20241022-v2-0
       parameters:
         custom_parameters: '{"maxTokens":4096,"temperature":0.9,"topP":0.9}'
     - key: math-assistant
       system_prompt_source: fallback_prompts/math_assistant_fallback_prompt.txt
-      model_config_key: Bedrock.us.anthropic.claude-3-7-sonnet-20250219-v1-0
+      model_config_key: Bedrock.us.anthropic.claude-3-5-sonnet-20241022-v2-0
       parameters:
         custom_parameters: '{"maxTokens":4096,"temperature":0.9,"topP":0.9}'
     - key: language-assistant
       system_prompt_source: fallback_prompts/language_assistant_fallback_prompt.txt
-      model_config_key: Bedrock.us.anthropic.claude-3-5-sonnet-20241022-v2:0
+      model_config_key: Bedrock.us.anthropic.claude-3-5-sonnet-20241022-v2-0
       parameters:
         custom_parameters: '{"maxTokens":4096,"temperature":0.9,"topP":0.9}'
     - key: english-assistant
       system_prompt_source: fallback_prompts/english_assistant_fallback_prompt.txt
-      model_config_key: Bedrock.us.anthropic.claude-3-5-sonnet-20241022-v2:0
+      model_config_key: Bedrock.us.anthropic.claude-3-5-sonnet-20241022-v2-0
       parameters:
         custom_parameters: '{"maxTokens":4096,"temperature":0.9,"topP":0.9}'
     - key: general-assistant
       system_prompt_source: fallback_prompts/general_assistant_fallback_prompt.txt
-      model_config_key: Bedrock.amazon.nova-pro-v1:0
+      model_config_key: Bedrock.us.amazon.nova-pro-v1-0
       parameters:
         custom_parameters: '{"maxTokens":4096,"temperature":0.9,"topP":0.9}'
     rules:
     - clauses:
-      - attribute": "segmentMatch"
+      - attribute: "segmentMatch"
         negate: false
         op: "segmentMatch"
         values:
         - "agent-teacher-orchestrator"
       trackEvents: false
     - clauses:
-      - attribute": "segmentMatch"
+      - attribute: "segmentMatch"
         negate: false
         op: "segmentMatch"
         values:
         - "agent-computer-science-assistant"
       trackEvents: false
     - clauses:
-      - attribute": "segmentMatch"
+      - attribute: "segmentMatch"
         negate: false
         op: "segmentMatch"
         values:
         - "agent-math-assistant"
       trackEvents: false
     - clauses:
-      - attribute": "segmentMatch"
+      - attribute: "segmentMatch"
         negate: false
         op: "segmentMatch"
         values:
         - "agent-english-assistant"
       trackEvents: false
     - clauses:
-      - attribute": "segmentMatch"
+      - attribute: "segmentMatch"
         negate: false
         op: "segmentMatch"
         values:
         - "agent-language-assistant"
       trackEvents: false
     - clauses:
-      - attribute": "segmentMatch"
+      - attribute: "segmentMatch"
         negate: false
         op: "segmentMatch"
         values: