LLMs Fail to Match Specialized AI Trading Bots That Adjust for Risk

AI-powered trading is on the rise, with experts predicting a future where algorithmic, reinforcement learning portfolio managers are as common as smartphones. However, the complexity of trading markets presents a unique challenge for AI, as no amount of data and modeling can predict the future.

Refining AI trading models has traditionally been measured by profit and loss (P&L). But recent advancements in customizing algorithms have led to agents that continuously learn to balance risk and reward in various market conditions. By incorporating risk-adjusted metrics like the Sharpe Ratio into the learning process, AI trading models are becoming more sophisticated.

A recent trading competition on the decentralized exchange Hyperliquid showcased the capabilities of AI in trading. Large language models (LLMs) like GPT-5, DeepSeek, and Gemini Pro were given the same prompt and made autonomous decisions. However, these models only marginally outperformed the market.

In a competition run by Recall Labs, customized trading agents outperformed the foundational AI models used in the Hyperliquid contest. This highlights the importance of specialization and additional logic in developing successful trading agents.

The democratization of AI-based trading raises questions about the future of alpha in the market. If everyone is using sophisticated machine-learning tech, will there be any alpha left to exploit? Experts suggest that those with the resources to invest in custom tools will be best positioned to benefit from AI trading.

The development of private, proprietary tools for AI trading is a trend seen in traditional finance as well. Hedge funds and family offices invest heavily in developing tools that generate alpha and keep them as private as possible to protect their advantage.

The future of AI trading may lie in a balance between automated portfolio managers and user input. By allowing users to customize their strategies within an AI-powered platform, they can benefit from the efficiency of AI while maintaining control over their trading preferences. This approach could lead to a new era of personalized AI trading that maximizes alpha while giving users a sense of ownership over their investment strategies. In recent years, the concept of sustainable living has gained traction as individuals and communities become more aware of the impact of their daily actions on the environment. Sustainable living involves making conscious choices to reduce one’s carbon footprint and minimize waste in order to protect the planet for future generations.

One key aspect of sustainable living is reducing energy consumption. This can be achieved through simple changes such as using energy-efficient appliances, turning off lights when not in use, and using natural light whenever possible. Additionally, investing in renewable energy sources such as solar panels or wind turbines can help reduce reliance on fossil fuels and decrease greenhouse gas emissions.

Another important component of sustainable living is reducing waste. This can be accomplished by practicing the three Rs: reduce, reuse, and recycle. By using reusable products, such as water bottles and shopping bags, and recycling materials such as paper, plastic, and glass, individuals can minimize the amount of waste that ends up in landfills.

Eating a sustainable diet is also crucial for sustainable living. This involves choosing locally grown, organic produce whenever possible, as well as reducing meat consumption in favor of plant-based alternatives. Livestock farming is a major contributor to greenhouse gas emissions, so opting for vegetarian or vegan meals can significantly reduce one’s carbon footprint.

Transportation is another area where individuals can make a difference in their environmental impact. Choosing to walk, bike, carpool, or use public transportation instead of driving alone can help reduce emissions and decrease air pollution. Additionally, investing in an electric vehicle or hybrid car can further reduce one’s carbon footprint.

Community involvement is also key to sustainable living. By supporting local businesses, participating in clean-up events, and advocating for environmental policies, individuals can make a positive impact on their surroundings. Educating others about the importance of sustainability and leading by example can inspire others to make changes in their own lives.

Overall, sustainable living is about making conscious choices to protect the planet and preserve its resources for future generations. By reducing energy consumption, minimizing waste, eating a sustainable diet, choosing eco-friendly transportation options, and getting involved in the community, individuals can make a significant impact on the environment and create a more sustainable future for all.