Write a Project Story with following details:
Inspiration
Data driven decisions are being more and more essential. In Gen AI age, we can leverage powerful multi-agentic solution to get important insights from data faster for faster decision making.
What it does
It takes data and additional context/query as input, validate and transform data and with multiple Gen AI agents and LLM models, it analyse and provide key insights.
How we built it
We built the app on Google ADK framework, Google Cloud Platform and with Crew AI Tool.
Challenges we ran into
Due to new technology stack inluding ADK, GCP, Vertex AI Agent Engine, Crew AI there were many challenges to deploy application. Mainly different library compatibility and lack of proper documentation of Agent Engine, it consumed too much time to debug the issues.
Accomplishments that we're proud of
Finally, we built working solution which can analyse data and provide important key insights to the user. We learnt and built complex multi-agent solution which can be extended and be used for real-world applications.
What we learned
Vertex AI, Google Cloud Platform, Multi-agent application, Integration of third-party tool like CrewAI
What's next for Adaptive Insight Engine (AIE)
Enabling the features where external web sources, multiple file types, databases can be used and combined for complex data analysis.
Built With
- agent-engine
- cloud-run
- crewai
- google-adk
- google-cloud
- google-cloud-sdk
- python
- vertexai
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