Magentic-AlgoTrading101

Writing AI Agents using different frameworks https://google.github.io/adk-docs/get-started/quickstart/#terminal-adk-run

Most of the code in this project has been developed using Gemini

Among the different agents part of this project, we will try to build an agent to manage a budget maintaned in a google sheet. This agent will be deployed on Google Agent Engine and will be accessed via a Cloud Function which is sitting behind an API Gateway.

Opik docs

https://github.com/comet-ml/opik

https://github.com/bhancockio/

https://medium.com/google-cloud/evaluate-and-deploy-an-llm-agent-with-adk-on-google-cloud-c61ae95ab129

Tutorial

https://google.github.io/adk-docs/tutorials/agent-team/

ADK Course: https://youtu.be/P4VFL9nIaIA

adk agent remote https://youtu.be/bPtKnDIVEsg?si=SnmmOfJtuCay3aeF

Unit Testing ADK Agents

https://github.com/google/adk-samples/blob/main/python/agents/academic-research/tests/test_agents.py

Multi Agent sample

https://youtu.be/cz2pKLPw994

Multi Agent Patterns

https://medium.com/@princekrampah/multi-agent-architecture-in-multi-agent-systems-multi-agent-system-design-patterns-langgraph-b92e934bf843

mcp

TRading AGents

1 - Congress Trades Agent using congress trades , form 4 and governmet contracts. PARTIALLY IMPLEMENTED Bu not deployed. Partially working using only Congress Trades - todo: add Form4 - add Governmet Contracts - add lobbying data 2 - VIX Agent to detect vix Spikes NOT IMPLEMENTED 3 - 13F Agent to infer stocks to invest using 13F. IMPLEMENTED:This is Feature Agent, already developed but need to be re ran for bcktesting 4 - ShortSellibng Agent NOT IMPLEMENTED to detect opportunities for Short Selling 5 - Agent detect stocks in Upward momentum - IMPLEMENTED: this is Stock Agent 6 - Commodities speculation Agent NOT IMPLEMENTED

run followibg command toenable gcloud

xport GOOGLE_APPLICATION_CREDENTIALS="/workspaces/GCP_Experiments/gcp_key.json" export GOOGLE_CLOUD_PROJECT="datascience-projects"