The backend is currently using a fallback analysis system because the project doesn't have access to Gemini AI models. This is working fine for basic functionality, but for better AI-powered analysis, you'll need to enable Gemini access.
- Go to the Google Cloud Console
- Select your project:
vortexlens - Enable these APIs:
- Vertex AI API
- Generative AI API
- Cloud Storage API
- Speech-to-Text API
- Go to Vertex AI in the Google Cloud Console
- Navigate to "Model Garden"
- Search for "Gemini" models
- Enable access to the models you want to use:
gemini-1.5-progemini-1.5-flashgemini-pro
- Go to IAM & Admin > Service Accounts
- Find your service account (the one used in
service-account-key.json) - Add these roles:
- Vertex AI User
- Vertex AI Service Agent
- Generative AI User
Run the test script to verify access:
python test_vertex_ai_access.pyIf you can't enable Gemini, consider these alternatives:
import openai
# Add to backend_implementation_example.py
def analyze_with_openai(transcript, video_metadata, project_context):
# Implementation using OpenAI API
pass# Use local models like Llama or Mistral
def analyze_with_local_model(transcript, video_metadata, project_context):
# Implementation using local AI models
passThe current fallback analysis system is working and provides:
- ✅ Step extraction from transcripts
- ✅ Material and tool detection
- ✅ Context-aware cautions and questions
- ✅ Project-specific recommendations
This is sufficient for basic functionality while you work on enabling Gemini access.
The backend will automatically fall back to the rule-based analysis when Gemini is not available. To test:
- Start the backend:
python backend_implementation_example.py- Test with the provided test script:
python test_backend.py✅ Working Features:
- Audio extraction from videos
- Speech-to-text transcription
- Fallback analysis with context-aware results
- Health check endpoint
❌ Missing Features:
- Advanced AI-powered analysis (requires Gemini access)
- More sophisticated step extraction
- Better material/tool detection
The system is functional and will improve significantly once Gemini access is enabled.