Let’s face it, managing DeFi investments right now can feel like wrestling an octopus: there’s a tentacle for transfers, another for swaps, another for market insights... you get the picture. It’s time-consuming, complicated, and there’s zero guidance or automation out of the box. We can do better.

Meet Athena—the AI-powered DeFi sidekick that’s about to make your crypto life a whole lot easier. Instead of juggling multiple apps, price trackers, and confusing charts, imagine having a single friend who can do it all: inform you, guide you, and even automate some of your moves, all while keeping things totally under control.

This is where Athena comes in. She’s like your personal DeFi co-pilot, powered by Retrieval Augmented Generation (RAG) on top of LangChain. In plain English: Athena taps into real-time market data, so she’s not just guessing—she’s constantly tuned in. That means you don’t just get generic advice, you get insights that matter right now, from what’s hot in the market to how your portfolio stacks up.

Athena uses a blend of advanced AI models (like LSTM and few-shot learning) and a RAG-based approach to keep her knowledge fresh and relevant. But don’t worry—she’s not going to drain your wallet. We’ve built in safety caps and risk controls so Athena’s suggestions stay within the comfort zone you define. It’s your money, after all.

• We ran into couple of challenges while implementing the realtime analysis of market datas and training the model on real time datas from the dex endpoints.
• We ran into rate limiting issues while fetching the datas for training the ML model from free version of dexScreener / coingekko api , because
• Ran into challenge where we wanted to auto sign the transaction , that were happening via chatbot , so we solved it using HD(hereustic deterministc) supported wallets given by coinbase sdk.