Unable to adapt to Qwen3.5 models, for example Qwen3.5-27B.
🔗 Analyzing component relationships...
⌛ Cache miss [ai_relationships_insights] - AI inference required
🤖 Performing AI analysis: Dependency Relationship Analysis
❌ AI service call failed after 3 attempts... trying fallback model Qwen3.5-27B...CompletionError: ResponseError: Response contained no message or tool call (empty)
❌ AI service call failed after 3 attempts...CompletionError: ResponseError: Response contained no message or tool call (empty)❌ Model service call error, retrying (attempt 1 / 3): CompletionError: ResponseError: Response contained no message or tool call (empty)
❌ AI service call failed after 3 attempts...CompletionError: ResponseError: Response contained no message or tool call (empty)❌ Model service call error, retrying (attempt 2 / 3): CompletionError: ResponseError: Response contained no message or tool call (empty)
💾 Cache write [ai_relationships_insights] - Result cached
✅ Project preprocessing completed, took 205.33 seconds
=== Preprocessing completed, results stored to Memory (Duration: 205.34s) ===
🚀 Starting Litho Studies Research investigation pipeline...
🤖 Executing System Context Research Report agent analysis...
⌛ Cache miss [studies_research/System Context Research Report] - AI inference required
🤖 Performing AI analysis: System Context Research Report
❌ AI service call failed after 3 attempts... trying fallback model Qwen3.5-27B...CompletionError: ResponseError: Response contained no message or tool call (empty)
💾 Cache write [studies_research/System Context Research Report] - Result cached
✅ Sub-Agent [System Context Research Report] execution completed
✓ System Context Research Report analysis completed
🤖 Executing Domain Modules Research Report agent analysis...
⌛ Cache miss [studies_research/Domain Modules Research Report] - AI inference required
🤖 Performing AI analysis: Domain Modules Research Report
❌ AI service call failed after 3 attempts... trying fallback model Qwen3.5-27B...CompletionError: ResponseError: Response contained no message or tool call (empty)
❌ AI service call failed after 3 attempts...CompletionError: ResponseError: Response contained no message or tool call (empty)❌ Model service call error, retrying (attempt 1 / 3): CompletionError: ResponseError: Response contained no message or tool call (empty)
❌ AI service call failed after 3 attempts...CompletionError: ResponseError: Response contained no message or tool call (empty)❌ Model service call error, retrying (attempt 2 / 3): CompletionError: ResponseError: Response contained no message or tool call (empty)
Unable to adapt to Qwen3.5 models, for example Qwen3.5-27B.