Description

Giza is using Ape Frameworks to create an Agent account. In order to use Giza Agents with Starknet, we need to update Ape Frameworks with the latest Starknet.py version.

Where to make the PR?

Please, open the PR in the fork of Ape-Starknet.

Description

Depends on issue 1.

1. Now, instead of passing a dummy call to a test contract, pass a dummy proof to the Integrity verifier contract in Cairo on Sepolia.
2. Add a simple action on_chain in execute entrypoint.

Acceptance Criteria

The proof is successfully verified and the AA contract executes an action on-chain.

Description

Train a Machine Learning model for yield prediction on the next time epoch (e.g. day/week).

Requirements

• Needs to be compatible with Giza CLI
• Performance should be better than a rolling mean benchmark
• No lookahead bias introduced in the training or testing process

Description

Add SNIP-9 to the code of an Agent's Account Abstraction contract.

Refer to the standard account functions in the docs.
Use scarb package manager.

Acceptance Criteria

Contract compiles and deploys on Starknet Sepolia successfully.
Contract is able to pass a dummy call to a trivial one value storage update contract.
Test suite passes successfully.

Depends on SHARP.

SHARP will have a new API feature that will allow to call it and get back a proof.
Test the flow of generating a proof for a simple Giza model.

Description

Description

Yield Aggregation can be done with a predictive component. A strategy manager can use a forecasting model to predict the yield from a given pool in the next time epoch. This prediction in turn impacts the asset allocation of the agent.

The first step in introducing this capability is creating a training dataset for the yield prediction algorithm. This dataset should be composed of publicly available data sources, ideally onchain. This is required for the agent to be able to fetch the newest onchain data and make a prediction based on it.

The target variable should be the APY in the next time epoch (e.g. on the next day/week).

Submission

Please create a PR in this repo with a functioning data fetching and processing pipeline, ideally using python for a streamlined integration with the Giza Agent.