project current structure :"""
QAgents-workflos\__pycache__
QAgents-workflos\agents
QAgents-workflos\agents\__pycache__
QAgents-workflos\agents\__init__.py
QAgents-workflos\agents\base_agent.py
QAgents-workflos\agents\llm_adapter.py
QAgents-workflos\agents\specialized_agents.py
QAgents-workflos\client
QAgents-workflos\client\__pycache__
QAgents-workflos\client\__init__.py
QAgents-workflos\client\mcp_client.py
QAgents-workflos\database
QAgents-workflos\database\__pycache__
QAgents-workflos\database\data
QAgents-workflos\database\logs
QAgents-workflos\database\memory
QAgents-workflos\database\__init__.py
QAgents-workflos\database\storage.py
QAgents-workflos\orchestrators
QAgents-workflos\orchestrators\__pycache__
QAgents-workflos\orchestrators\__init__.py
QAgents-workflos\orchestrators\orchestrator.py
QAgents-workflos\prompts
QAgents-workflos\prompts\__init__.py
QAgents-workflos\prompts\agent_prompts.py
QAgents-workflos\tests
QAgents-workflos\tests\__pycache__
QAgents-workflos\tests\__init__.py
QAgents-workflos\tests\evaluation_harness.py
QAgents-workflos\tests\test_problems.py
QAgents-workflos\tools
QAgents-workflos\tools\__pycache__
QAgents-workflos\tools\__init__.py
QAgents-workflos\tools\quantum_tools.py
QAgents-workflos\tools\tool_registry.py
QAgents-workflos\workflows
QAgents-workflos\workflows\__pycache__
QAgents-workflos\workflows\__init__.py
QAgents-workflos\workflows\workflow_definitions.py
QAgents-workflos\__init__.py
QAgents-workflos\AGENTS.md
QAgents-workflos\config.py
QAgents-workflos\DEPLOYMENT_CHECKLIST.md
QAgents-workflos\IMPLEMENTATION_CHECKLIST.md
QAgents-workflos\LLM_SYSTEM_SUMMARY.md
QAgents-workflos\QUICKREF.md
QAgents-workflos\README.md
QAgents-workflos\requirements.txt
QAgents-workflos\run_evaluation.py
QAgents-workflos\SETUP.md
QAgents-workflos\tasks-project-state.json
"""

before work, on same terminal:"""
1 activate .venv: 
& D:\teach\quantum-circuits\.venv\Scripts\Activate.ps1

2 activate app: 
python QuantumArchitect-MCP\app.py
"""


if any new data it must be writed on tasks-project-state.json root file or a folder module tasks-project-state.json file that detail the module file