Dither is an experimental project utilizing the Solana ecosystem to develop advanced AI time-series models for trading purposes. It incorporates a unique approach called Dithering, a digital signal processing technique, through a bot (DitherBot) that engages in random buy and sell transactions of $DITH to enhance price discovery. The project's foundation is built on exploring new AI model architectures using open-source data, initially testing its capabilities in the volatile memecoin markets. Originating from an idea to apply ChatGPT's capabilities to sports betting, the project evolved into creating time-series models capable of outperforming existing models and matching technologies announced by major companies. Dither also includes SeerBot, a Telegram trading bot leveraging state-of-the-art time series models trained on memecoin data, aiming to demonstrate its predictive prowess in financial markets.