Intelligent AI Agent Orchestration
2025-03-21 07:13:40,171 - workflow - INFO - Registered workflow streaming_workflow
2025-03-21 07:13:40,171 - orchestrator - INFO - Loaded workflow from workflows/streaming_workflow.json
2025-03-21 07:13:40,172 - workflow - INFO - Registered workflow google_docs_research_workflow
2025-03-21 07:13:40,172 - orchestrator - INFO - Loaded workflow from workflows/google_docs_research_workflow.json
2025-03-21 07:13:40,173 - workflow - INFO - Registered workflow blog_creation_workflow
2025-03-21 07:13:40,173 - orchestrator - INFO - Loaded workflow from workflows/blog_creation_workflow.json
2025-03-21 07:13:40,173 - workflow - INFO - Registered workflow text_analysis_workflow
2025-03-21 07:13:40,173 - orchestrator - INFO - Loaded workflow from workflows/text_analysis_workflow.json
2025-03-21 07:13:40,174 - workflow - INFO - Registered workflow code_quality_workflow
2025-03-21 07:13:40,174 - orchestrator - INFO - Loaded workflow from workflows/code_quality_workflow.json
2025-03-21 07:13:40,174 - workflow - INFO - Registered workflow image_conversion_workflow
2025-03-21 07:13:40,174 - orchestrator - INFO - Loaded workflow from workflows/image_conversion_workflow.json
2025-03-21 07:13:40,175 - workflow - INFO - Registered workflow citation_analysis_workflow
2025-03-21 07:13:40,175 - orchestrator - INFO - Loaded workflow from workflows/citation_analysis_workflow.json
2025-03-21 07:13:40,175 - workflow - INFO - Registered workflow google_docs_workflow
2025-03-21 07:13:40,175 - orchestrator - INFO - Loaded workflow from workflows/google_docs_workflow.json
2025-03-21 07:13:40,184 - orchestrator - INFO - Orchestrator started on port 50051
Press Ctrl+C to stop
2025-03-21 07:15:38,917 - orchestrator - INFO - Registered agent file_output_agent of type file_output_agent
2025-03-21 07:21:24,923 - orchestrator - INFO - Updating existing agent file_output_agent
2025-03-21 07:21:24,924 - orchestrator - INFO - Registered agent file_output_agent of type file_output_agent
2025-03-21 07:22:06,758 - orchestrator - INFO - Registered agent 99368169-f081-4b02-bbd7-5946b3a46d6e of type file_output_agent
2025-03-21 07:47:41,511 - orchestrator - INFO - Registered agent 8e96d624-3124-443e-abf4-313dcf90c9d6 of type paragraph_preprocessing_agent
2025-03-21 07:47:52,062 - orchestrator - INFO - Registered agent 33925087-1f33-46c1-b865-a38571de2311 of type google_docs_agent
2025-03-21 07:48:00,182 - orchestrator - INFO - Registered agent 99615d58-38f8-4190-ab79-44ae172246e2 of type perplexity_research_agent
2025-03-21 07:49:31,196 - workflow - INFO - Updated workflow google_docs_research_workflow
2025-03-21 07:49:31,196 - workflow - WARNING - No workflow directory configured, workflow google_docs_research_workflow not saved to disk
2025-03-21 07:49:31,197 - workflow_service - INFO - Workflow updated: google_docs_research_workflow
2025-03-21 07:50:48,086 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'document_content' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'document_title' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'document_url' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'preprocessed_content' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'research_results' with default value: No research results available
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'citations' with default value: []
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'claims' with default value: []
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'topics' with default value: []
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'enhanced_content' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'bibliography' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'update_result' with default value: {}
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'final_citations' with default value: []
2025-03-21 07:50:48,088 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Workflow execution started
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable document_content:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable document_title:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable document_url:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable preprocessed_content:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable research_results: No research results available
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable citations: []
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable claims: []
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable topics: []
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable enhanced_content:
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable bibliography:
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable update_result: {}
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable final_citations: []
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'document_id': 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'research_depth': medium
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'citation_style': APA
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'add_bibliography': True
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: get_document
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: get_document with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:50:48,093 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:50:48,093 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:50:48,961 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:50:48,962 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'content' to variable 'document_content': A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonde...
2025-03-21 07:50:48,962 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'title' to variable 'document_title': Sample Research
2025-03-21 07:50:48,962 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'url' to variable 'document_url': https://docs.google.com/document/d/1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg/edit?usp=drivesdk
2025-03-21 07:50:48,962 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: get_document
2025-03-21 07:50:48,962 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: preprocess_content
2025-03-21 07:50:48,963 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: preprocess_content with agent 8e96d624-3124-443e-abf4-313dcf90c9d6
2025-03-21 07:50:48,963 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.document_content || 'No document content available' with value: A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonde...
2025-03-21 07:50:48,963 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 8e96d624-3124-443e-abf4-313dcf90c9d6
2025-03-21 07:50:49,012 - orchestrator - INFO - Processed data with agent 8e96d624-3124-443e-abf4-313dcf90c9d6
2025-03-21 07:50:49,012 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'preprocessed_content': A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonder...
2025-03-21 07:50:49,012 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'metadata.claims' to variable 'claims': ['competition is', 'foot into the lunar dust, making his', 'Yes, I know I should', 'sions ended with...
2025-03-21 07:50:49,012 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'metadata.topics' to variable 'topics': ['space', 'our', 'his']
2025-03-21 07:50:49,012 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: preprocess_content
2025-03-21 07:50:49,012 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: research_claims
2025-03-21 07:50:49,013 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: research_claims with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:50:49,013 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.preprocessed_content || variables.document_content with value: A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonder...
2025-03-21 07:50:49,013 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.research_depth with value: medium
2025-03-21 07:50:49,013 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:15,009 - orchestrator - INFO - Processed data with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:15,010 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'research_results': Here's a breakdown of the key claims in the document with supporting and contradicting evidence:
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'citations' to variable 'citations': ['https://www.vectorwealth.com/posts/bull-bear-history', 'https://repool.com/blog/the-history-behind...
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: research_claims
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: generate_enhanced_content
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: generate_enhanced_content with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.document_content with value: A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonde...
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.research_results with value: Here's a breakdown of the key claims in the document with supporting and contradicting evidence:
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.citation_style with value: APA
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:34,910 - orchestrator - INFO - Processed data with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:34,912 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'enhanced_content': Here's the enhanced document with research findings and citations:
2025-03-21 07:51:34,912 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'citations' to variable 'final_citations': ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/...
2025-03-21 07:51:34,912 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: generate_enhanced_content
2025-03-21 07:51:34,912 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: generate_bibliography
2025-03-21 07:51:34,912 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: generate_bibliography with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:34,912 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.citation_style with value: APA
2025-03-21 07:51:34,913 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.final_citations with value: ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/...
2025-03-21 07:51:34,913 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:46,213 - orchestrator - INFO - Processed data with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:46,214 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'bibliography': Here is the bibliography in APA format for the provided citations:
2025-03-21 07:51:46,214 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: generate_bibliography
2025-03-21 07:51:46,214 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: update_document
2025-03-21 07:51:46,215 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: update_document with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:46,215 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:46,215 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.enhanced_content with value: Here's the enhanced document with research findings and citations:
2025-03-21 07:51:46,215 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Unknown variable namespace: #if input
2025-03-21 07:51:46,215 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Warning: Variable not found: #if input.add_bibliography
2025-03-21 07:51:46,215 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.bibliography with value: Here is the bibliography in APA format for the provided citations:
2025-03-21 07:51:46,216 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Unknown variable namespace: /if
2025-03-21 07:51:46,216 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Warning: Variable not found: /if
2025-03-21 07:51:46,216 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:47,446 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:47,446 - root - WARNING - Key content not found in object at path . Available keys: success, document_id, url, message
2025-03-21 07:51:47,447 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Warning: Output path 'content' not found in result for variable 'update_result'
2025-03-21 07:51:47,447 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Available paths in result: ['success', 'document_id', 'url', 'message']
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: update_document
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: format_document
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: format_document with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:47,447 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:48,019 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: format_document
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: generate_toc
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: generate_toc with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:48,020 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:49,127 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:49,127 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: generate_toc
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'document_id': 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.document_url with value: https://docs.google.com/document/d/1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg/edit?usp=drivesdk
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'document_url': https://docs.google.com/document/d/1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg/edit?usp=drivesdk
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.topics with value: ['space', 'our', 'his']
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'topics': ['space', 'our', 'his']
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.claims with value: ['competition is', 'foot into the lunar dust, making his', 'Yes, I know I should', 'sions ended with...
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'claims': ['competition is', 'foot into the lunar dust, making his', 'Yes, I know I should', 'sions ended with a giant leap for mankind when Neil Amstrong planted his', 'In my opinion, you can']
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.final_citations with value: ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/...
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'citations': ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/ask/answers/bull-bear-market-names/', 'https://savantwealth.com/savant-views-news/article/bulls-and-bears-where-do-those-terms-come-from/', 'https://vocal.media/trader/what-is-the-origin-of-bull-market-and-bear-market-terms', 'https://www.matsonmoney.com/the-origins-of-bear-and-bull-markets-unraveling-financial-metaphors/']
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.research_depth with value: medium
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'research_depth': medium
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.citation_style with value: APA
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'citation_style': APA
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Workflow execution completed
AI Agent Orchestration
2025-03-21 07:13:40,171 - workflow - INFO - Registered workflow streaming_workflow
2025-03-21 07:13:40,171 - orchestrator - INFO - Loaded workflow from workflows/streaming_workflow.json
2025-03-21 07:13:40,172 - workflow - INFO - Registered workflow google_docs_research_workflow
2025-03-21 07:13:40,172 - orchestrator - INFO - Loaded workflow from workflows/google_docs_research_workflow.json
2025-03-21 07:13:40,173 - workflow - INFO - Registered workflow blog_creation_workflow
2025-03-21 07:13:40,173 - orchestrator - INFO - Loaded workflow from workflows/blog_creation_workflow.json
2025-03-21 07:13:40,173 - workflow - INFO - Registered workflow text_analysis_workflow
2025-03-21 07:13:40,173 - orchestrator - INFO - Loaded workflow from workflows/text_analysis_workflow.json
2025-03-21 07:13:40,174 - workflow - INFO - Registered workflow code_quality_workflow
2025-03-21 07:13:40,174 - orchestrator - INFO - Loaded workflow from workflows/code_quality_workflow.json
2025-03-21 07:13:40,174 - workflow - INFO - Registered workflow image_conversion_workflow
2025-03-21 07:13:40,174 - orchestrator - INFO - Loaded workflow from workflows/image_conversion_workflow.json
2025-03-21 07:13:40,175 - workflow - INFO - Registered workflow citation_analysis_workflow
2025-03-21 07:13:40,175 - orchestrator - INFO - Loaded workflow from workflows/citation_analysis_workflow.json
2025-03-21 07:13:40,175 - workflow - INFO - Registered workflow google_docs_workflow
2025-03-21 07:13:40,175 - orchestrator - INFO - Loaded workflow from workflows/google_docs_workflow.json
2025-03-21 07:13:40,184 - orchestrator - INFO - Orchestrator started on port 50051
Press Ctrl+C to stop
2025-03-21 07:15:38,917 - orchestrator - INFO - Registered agent file_output_agent of type file_output_agent
2025-03-21 07:21:24,923 - orchestrator - INFO - Updating existing agent file_output_agent
2025-03-21 07:21:24,924 - orchestrator - INFO - Registered agent file_output_agent of type file_output_agent
2025-03-21 07:22:06,758 - orchestrator - INFO - Registered agent 99368169-f081-4b02-bbd7-5946b3a46d6e of type file_output_agent
2025-03-21 07:47:41,511 - orchestrator - INFO - Registered agent 8e96d624-3124-443e-abf4-313dcf90c9d6 of type paragraph_preprocessing_agent
2025-03-21 07:47:52,062 - orchestrator - INFO - Registered agent 33925087-1f33-46c1-b865-a38571de2311 of type google_docs_agent
2025-03-21 07:48:00,182 - orchestrator - INFO - Registered agent 99615d58-38f8-4190-ab79-44ae172246e2 of type perplexity_research_agent
2025-03-21 07:49:31,196 - workflow - INFO - Updated workflow google_docs_research_workflow
2025-03-21 07:49:31,196 - workflow - WARNING - No workflow directory configured, workflow google_docs_research_workflow not saved to disk
2025-03-21 07:49:31,197 - workflow_service - INFO - Workflow updated: google_docs_research_workflow
2025-03-21 07:50:48,086 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'document_content' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'document_title' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'document_url' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'preprocessed_content' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'research_results' with default value: No research results available
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'citations' with default value: []
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'claims' with default value: []
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'topics' with default value: []
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'enhanced_content' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'bibliography' with default value:
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'update_result' with default value: {}
2025-03-21 07:50:48,087 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized variable 'final_citations' with default value: []
2025-03-21 07:50:48,088 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Workflow execution started
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable document_content:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable document_title:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable document_url:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable preprocessed_content:
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable research_results: No research results available
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable citations: []
2025-03-21 07:50:48,088 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable claims: []
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable topics: []
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable enhanced_content:
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable bibliography:
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable update_result: {}
2025-03-21 07:50:48,089 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Initialized default variable final_citations: []
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'document_id': 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'research_depth': medium
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'citation_style': APA
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Input 'add_bibliography': True
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: get_document
2025-03-21 07:50:48,089 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: get_document with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:50:48,093 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:50:48,093 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:50:48,961 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:50:48,962 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'content' to variable 'document_content': A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonde...
2025-03-21 07:50:48,962 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'title' to variable 'document_title': Sample Research
2025-03-21 07:50:48,962 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'url' to variable 'document_url': https://docs.google.com/document/d/1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg/edit?usp=drivesdk
2025-03-21 07:50:48,962 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: get_document
2025-03-21 07:50:48,962 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: preprocess_content
2025-03-21 07:50:48,963 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: preprocess_content with agent 8e96d624-3124-443e-abf4-313dcf90c9d6
2025-03-21 07:50:48,963 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.document_content || 'No document content available' with value: A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonde...
2025-03-21 07:50:48,963 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 8e96d624-3124-443e-abf4-313dcf90c9d6
2025-03-21 07:50:49,012 - orchestrator - INFO - Processed data with agent 8e96d624-3124-443e-abf4-313dcf90c9d6
2025-03-21 07:50:49,012 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'preprocessed_content': A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonder...
2025-03-21 07:50:49,012 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'metadata.claims' to variable 'claims': ['competition is', 'foot into the lunar dust, making his', 'Yes, I know I should', 'sions ended with...
2025-03-21 07:50:49,012 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'metadata.topics' to variable 'topics': ['space', 'our', 'his']
2025-03-21 07:50:49,012 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: preprocess_content
2025-03-21 07:50:49,012 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: research_claims
2025-03-21 07:50:49,013 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: research_claims with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:50:49,013 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.preprocessed_content || variables.document_content with value: A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonder...
2025-03-21 07:50:49,013 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.research_depth with value: medium
2025-03-21 07:50:49,013 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:15,009 - orchestrator - INFO - Processed data with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:15,010 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'research_results': Here's a breakdown of the key claims in the document with supporting and contradicting evidence:
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'citations' to variable 'citations': ['https://www.vectorwealth.com/posts/bull-bear-history', 'https://repool.com/blog/the-history-behind...
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: research_claims
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: generate_enhanced_content
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: generate_enhanced_content with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.document_content with value: A bull stands proudly in front of New York Stock Exchange, representing the bull market. Ever wonde...
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.research_results with value: Here's a breakdown of the key claims in the document with supporting and contradicting evidence:
2025-03-21 07:51:15,011 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.citation_style with value: APA
2025-03-21 07:51:15,011 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:34,910 - orchestrator - INFO - Processed data with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:34,912 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'enhanced_content': Here's the enhanced document with research findings and citations:
2025-03-21 07:51:34,912 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'citations' to variable 'final_citations': ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/...
2025-03-21 07:51:34,912 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: generate_enhanced_content
2025-03-21 07:51:34,912 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: generate_bibliography
2025-03-21 07:51:34,912 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: generate_bibliography with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:34,912 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.citation_style with value: APA
2025-03-21 07:51:34,913 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.final_citations with value: ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/...
2025-03-21 07:51:34,913 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:46,213 - orchestrator - INFO - Processed data with agent 99615d58-38f8-4190-ab79-44ae172246e2
2025-03-21 07:51:46,214 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Mapped output 'result' to variable 'bibliography': Here is the bibliography in APA format for the provided citations:
2025-03-21 07:51:46,214 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: generate_bibliography
2025-03-21 07:51:46,214 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: update_document
2025-03-21 07:51:46,215 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: update_document with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:46,215 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:46,215 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.enhanced_content with value: Here's the enhanced document with research findings and citations:
2025-03-21 07:51:46,215 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Unknown variable namespace: #if input
2025-03-21 07:51:46,215 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Warning: Variable not found: #if input.add_bibliography
2025-03-21 07:51:46,215 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.bibliography with value: Here is the bibliography in APA format for the provided citations:
2025-03-21 07:51:46,216 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Unknown variable namespace: /if
2025-03-21 07:51:46,216 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Warning: Variable not found: /if
2025-03-21 07:51:46,216 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:47,446 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:47,446 - root - WARNING - Key content not found in object at path . Available keys: success, document_id, url, message
2025-03-21 07:51:47,447 - root - WARNING - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Warning: Output path 'content' not found in result for variable 'update_result'
2025-03-21 07:51:47,447 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Available paths in result: ['success', 'document_id', 'url', 'message']
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: update_document
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: format_document
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: format_document with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:47,447 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:47,447 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:48,019 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: format_document
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing step: generate_toc
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Executing agent step: generate_toc with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:48,020 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:48,020 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Using orchestrator.process_with_agent for 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:49,127 - orchestrator - INFO - Processed data with agent 33925087-1f33-46c1-b865-a38571de2311
2025-03-21 07:51:49,127 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Step completed: generate_toc
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.document_id with value: 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'document_id': 1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.document_url with value: https://docs.google.com/document/d/1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg/edit?usp=drivesdk
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'document_url': https://docs.google.com/document/d/1PwY3MqvpqIQ0Mx_aSv-wM3izXF5Y3wtt0fSKkhfbOvg/edit?usp=drivesdk
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.topics with value: ['space', 'our', 'his']
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'topics': ['space', 'our', 'his']
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.claims with value: ['competition is', 'foot into the lunar dust, making his', 'Yes, I know I should', 'sions ended with...
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'claims': ['competition is', 'foot into the lunar dust, making his', 'Yes, I know I should', 'sions ended with a giant leap for mankind when Neil Amstrong planted his', 'In my opinion, you can']
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable variables.final_citations with value: ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/...
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'citations': ['https://repool.com/blog/the-history-behind-the-bull-and-the-bear/', 'https://www.investopedia.com/ask/answers/bull-bear-market-names/', 'https://savantwealth.com/savant-views-news/article/bulls-and-bears-where-do-those-terms-come-from/', 'https://vocal.media/trader/what-is-the-origin-of-bull-market-and-bear-market-terms', 'https://www.matsonmoney.com/the-origins-of-bear-and-bull-markets-unraveling-financial-metaphors/']
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.research_depth with value: medium
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'research_depth': medium
2025-03-21 07:51:49,128 - root - DEBUG - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Substituting variable input.citation_style with value: APA
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Output 'citation_style': APA
2025-03-21 07:51:49,128 - root - INFO - [3a21bb50-4fad-484f-9a73-16b0d23aa7ac] Workflow execution completed
We Scaled Services At
Orcstr is a flexible, enterprise-grade framework that scales with your business. Create and manage AI agents that work together seamlessly to accomplish complex tasks in a secure and compliant environment.
Built with enterprise security standards from the ground up, including role-based access control, audit logging, and encryption.
Use any AI model from any provider or your own custom models with our standardized interface and evaluation framework.
From proof-of-concept to production-scale deployment with our cloud-native, microservices-based architecture.
Our customers, from startups to enterprises, are seeing real, quantifiable results with the Orcstr platform.
Faster time to market
Deploy custom AI agents as fast as 15 minutes
Set up new enterprise integrations in the same day
Sev Geraskin is an innovative technology leader with 20+ years of engineering experience, including scaling mission-critical services 100x at Mastercard and reducing cloud costs by more than $5 million annually while managing multi-terabyte daily data workloads. His vision for Orcstr stems from deep expertise in enterprise architecture, security compliance, and AI agentic frameworks.
Enterprise Technology Leader
Architected high-availability cloud platforms with 99.9% uptime for enterprise clients with strict security requirements
AI Orchestration Pioneer
Developed advanced agentic testing and orchestration frameworks that reduce integration build time from weeks to one day
AWS Certified Professional
Solutions Architect Professional, Security Specialty, and multiple AI safety certifications
Sev is the technical partner that every founder needs. Beyond that though, he is someone who will maintain tribal and technical knowledge in a way that makes him a partner at large, not just in technical conversations... He isn't afraid to roll his sleeves up to understand the problems, create strategies and protocols to solve them, all while being customer centric internally and externally.
Liz Saunders
Chief of Staff, Jungle Scout
Traditional AI solutions operate in silos. Orcstr breaks down these barriers by enabling specialized agents to communicate, collaborate, and solve problems together—just like human teams.
Multi-Agent Collaboration
Agents can share context, delegate tasks, and combine their specialized capabilities
Workflow Orchestration
Define complex, conditional workflows with branching logic and error handling
Centralized Monitoring
Track performance, usage, cost, and compliance across all agents in real-time
Intelligent document enhancement with citations
Capability | Traditional AI Solutions | Orcstr Platform |
---|---|---|
Speed | Slow implementation cycles | Rapid deployment and iteration in minutes |
Flexibility | AI vendor lock in | Use and test different AI models for cost, performance, and capabilities |
AI Collaboration | Limited agent coordination | Control and orchestrate thousands of agents |
Security & Compliance | Often an afterthought | Built-in enterprise-grade security |
Scalability | Limited by initial architecture | Infinitely scalable microservices |
Designed from the ground up to meet the demanding requirements of your enterprise.
Create specialized agents for different tasks that can be composed into complex workflows
Define and execute complex workflows involving multiple agents with conditional logic
Agents communicate via IPC for efficient, language-agnostic integration
Centralized configuration and A/B testing for all AI models
Track performance, usage, and compliance in real-time
Fine-grained permissions for users, teams, and systems
Comprehensive audit trails for all system activities
Connect with existing enterprise systems and data sources
“The project... ...undertook in association with our firm involved collecting, combining, and displaying medication, laboratory result, and clinical note information to make it available to medical practitioners and patients... ...I am confident that results derived from the project will form the foundation of a significant advance in the distribution of health information in our province and perhaps the rest of the country.”
DB
Dennis Brox
President, Applied Robotics Inc.
“Aspiring to complete multiple projects, I turned to automating my workflows from writing a book to shipping production-grade code. I realized that existing AI agent architectures weren't scalable enough to meet enterprise needs for speed, security, and flexibility. Drawing on my experience scaling services 100x at Mastercard and managing multi-terabyte daily data workloads at Jungle Scout, I built Orcstr to help enterprises adopt AI technology with confidence and minimal risk.”
SG
Sev Geraskin
Founder and CPTO, Past 5 Solutions Inc.
Past 5 Solutions is dedicated to building the infrastructure for the next generation of AI for businesses of all sizes. Our team combines deep expertise in distributed systems, machine learning, and software development to create solutions that enable organizations to harness the full potential of artificial intelligence safely and effectively.