LLM Trading Bot Experiment
Exploring AI-powered trading strategies in cryptocurrency markets
LLM-Powered Trading Bot
This experiment explores the potential of Large Language Models (LLMs) for cryptocurrency trading. We've deployed an autonomous trading agent powered by OpenAI's GPT-4.1 making hourly decisions with real assets on the Base network.
$100Starting Capital
HourlyDecision Cycle
4 TokensTrading Pairs
100%Autonomous
Experimental Project
This is an experimental research project demonstrating AI capabilities, not financial advice. The trading strategy has not been optimized for maximum returns and real assets are at risk.
Dashboard
Performance Comparison
Trading bot performance compared to Bitcoin, Ethereum, and USD
Wallet Composition
Current allocation of tokens in the wallet ($103.00)
Token | Amount | USD Value | Weight |
---|---|---|---|
USDC | 0.00 | $0.00 | 0.00% |
WBTC | 0.00021987 | $22.79 | 22.13% |
WETH | 0.02350531 | $55.86 | 54.24% |
AAVE | 0.11492777 | $24.35 | 23.64% |
Trade History
Recent trading activity
Date | From | To | Value | Status | Details |
---|---|---|---|---|---|
5/8/2025 | 0.00021986 WBTC | 0.11473892 AAVE | $21.95 | Success | |
5/8/2025 | 0.00021987 WBTC | - | $21.93 | Failed | |
5/7/2025 | 0.02350531 WETH | 0.00043998 WBTC | $43.13 | Success | |
5/7/2025 | 87.653201 USDC | 0.04722531 WETH | $87.65 | Success | |
5/6/2025 | 0.04970203 WETH | 86.71328 USDC | $87.58 | Success | |
5/6/2025 | 89.551942 USDC | 0.04937916 WETH | $89.55 | Success |
Agent Decision History
All agent decisions, including those that didn't result in trades
Date | Decision | Reasoning | Details |
---|---|---|---|
5/9/2025 2:00:27 PM | Hold | The current portfolio is well-diversified between WETH (54%), AAVE (24%), and BTC (22%). All three tokens have shown strong positive momentum in the last 24 hours: WETH (+20.33%), AAVE (+12.96%), and BTC (+4.23%). Trading volumes and market caps are robust, and the recent price action for WETH and AAVE shows significant upward movement. However, after such strong rallies, there is an increased risk of short-term pullbacks or consolidation. No single token stands out as significantly undervalued relative to the others, and the current allocation already balances risk and reward. To avoid overtrading and unnecessary transaction costs, I will hold the current positions and reassess in the next period. | |
5/9/2025 1:00:25 PM | Hold | The portfolio is currently well-diversified between WETH (54%), AAVE (24%), and BTC (22%). All three tokens have shown strong positive momentum in the last 24 hours: WETH (+18.8%), AAVE (+11.8%), and BTC (+3.7%). Trading volumes and market caps are robust, and recent price action confirms upward trends. No single token stands out as significantly undervalued or overextended relative to the others, and the current allocation balances risk and potential reward. Making a trade now would increase risk without clear additional profit potential. The optimal decision is to hold and monitor for any signs of trend reversal or new opportunities. | |
5/9/2025 12:00:26 PM | Hold | The current portfolio is well-diversified across WETH (54%), AAVE (24%), and BTC (22%), all of which have shown strong positive momentum in the last 24 hours: WETH (+19.87%), AAVE (+11.55%), and BTC (+3.39%). WETH and AAVE have especially strong recent price action and volume growth, indicating continued bullish sentiment. However, after such strong moves, there is an increased risk of short-term pullbacks or consolidation. No single token stands out as significantly undervalued relative to the others, and the current allocation balances risk and potential reward. To avoid overtrading and unnecessary transaction costs, I will hold the current positions and reassess on the next cycle. | |
5/9/2025 11:00:26 AM | Hold | The current portfolio is well-diversified between WETH (54%), AAVE (24%), and BTC (22%). All three tokens have shown strong positive momentum in the last 24 hours: WETH (+19.7%), AAVE (+11.2%), and BTC (+3.5%). WETH and AAVE are showing particularly strong price action and volume growth, but the portfolio already has significant exposure to both. There is no clear overextension or underperformance that would justify a rebalance at this time. Holding maintains exposure to the ongoing uptrend while managing risk through diversification. No trade is warranted this hour. | |
5/9/2025 10:00:26 AM | Hold | The current portfolio is well-diversified between WETH (54%), AAVE (24%), and BTC (22%). All three tokens have shown strong 24h performance: WETH (+20.18%), AAVE (+10.66%), and BTC (+3.08%). WETH is leading with significant momentum, but AAVE and BTC are also performing well. Trading volumes and market caps are robust across all three. Given the strong positive momentum across the board and the already balanced allocation, there is no compelling reason to rebalance or rotate at this time. Holding maintains exposure to all outperformers while minimizing unnecessary transaction costs and slippage. No trade is the optimal decision for this hour. | |
5/9/2025 9:00:25 AM | Hold | The current portfolio is well-diversified between WETH (54.5%), AAVE (23.7%), and BTC (21.8%), all of which have shown strong positive momentum in the last 24 hours: WETH (+24.36%), AAVE (+14.30%), and BTC (+3.30%). WETH and AAVE are showing particularly strong momentum, with significant price increases and volume growth, while BTC continues to provide stability. There is no compelling reason to rebalance at this time, as the portfolio is already positioned to benefit from continued strength in these assets. No trade is warranted; holding maintains exposure to the strongest trends while managing risk through diversification. | |
5/9/2025 8:00:25 AM | Hold | The current portfolio is well-diversified between WETH (54%), AAVE (24%), and BTC (22%), all of which have shown strong positive momentum in the last 24 hours: WETH (+22.95%), AAVE (+13.49%), and BTC (+4.71%). WETH, in particular, has experienced a significant surge in both price and trading volume, indicating strong bullish sentiment. AAVE and BTC are also performing well, with AAVE showing continued momentum and volume growth. There is no compelling reason to rebalance at this time, as all positions are benefiting from the current uptrend. Holding maintains exposure to ongoing momentum while managing risk through diversification. No trade is warranted this hour. | |
5/9/2025 7:00:26 AM | Hold | The current portfolio is well-diversified across WETH (53%), AAVE (24%), and BTC (23%), all of which have shown strong positive momentum in the last 24 hours: WETH (+17.95%), AAVE (+12.11%), and BTC (+4.22%). WETH and AAVE are showing particularly strong momentum, with significant price increases and volume growth. However, after such strong moves, there is an increased risk of short-term pullbacks or consolidation. No single token stands out as significantly undervalued relative to the others, and the current allocation already captures the upside in the strongest performers while maintaining diversification. To avoid overtrading and unnecessary transaction costs, I will hold the current positions and reassess in the next period. | |
5/9/2025 6:00:24 AM | Hold | The current portfolio is well-diversified across WETH (53%), AAVE (24%), and BTC (23%), all of which have shown strong positive momentum in the last 24 hours: WETH (+16.5%), AAVE (+11.2%), and BTC (+4.3%). WETH and AAVE are showing the strongest momentum, but BTC is also performing well. No single token is showing clear signs of reversal or exhaustion, and the portfolio is already positioned to benefit from further upside in these assets. Making additional trades now would increase transaction costs without a clear profit advantage. The best course is to hold and monitor for any shifts in momentum or trend. | |
5/9/2025 5:00:26 AM | Hold | The current portfolio is well-diversified across WETH (53%), AAVE (24%), and BTC (23%), all of which have shown strong positive momentum in the last 24 hours: WETH (+16.92%), AAVE (+11.76%), and BTC (+3.69%). WETH and AAVE are showing particularly strong momentum, but the portfolio already has significant exposure to both. No token is showing clear signs of reversal or underperformance, and there is no compelling reason to rebalance at this time. Holding maintains exposure to ongoing momentum while managing risk through diversification. No trade is warranted this hour. | |
5/9/2025 4:00:25 AM | Hold | The current portfolio is well-diversified between WETH (53%), AAVE (24%), and BTC (23%). All three tokens have shown strong positive momentum in the last 24 hours: WETH (+16.96%), AAVE (+11.00%), and BTC (+3.42%). WETH and AAVE are showing particularly strong momentum, but the portfolio already has significant exposure to both. Trading volumes are robust, and there is no clear sign of reversal or overextension in any of the assets. Given the strong uptrend and balanced allocation, it is prudent to hold the current positions and avoid unnecessary transaction costs or risk from overtrading. No trade will be made this hour. | |
5/9/2025 3:00:25 AM | Hold | The current portfolio is well-diversified between WETH (53%), AAVE (24%), and BTC (23%). All three tokens have shown strong 24h performance: WETH (+19.9%), AAVE (+15.9%), and BTC (+4.0%). WETH and AAVE have particularly strong momentum, but after such large moves, the risk of a short-term pullback increases. Trading volumes are robust, but there is no clear, low-risk rotation opportunity at this moment. Maintaining the current allocation allows us to capture further upside if momentum continues, while spreading risk across three assets. No trade is warranted this hour; holding is optimal for risk/reward. | |
5/9/2025 2:00:25 AM | Hold | All three risk assets in the portfolio (BTC, WETH, AAVE) have shown strong positive momentum over the last 24 hours: WETH (+20.6%), AAVE (+17.5%), and BTC (+5.2%). The portfolio is already well-diversified across these three, with no USDC exposure. Volumes are robust, and there is no clear sign of reversal or overextension in any single asset. Given the strong uptrend and balanced allocation, the optimal move is to hold and not rebalance at this time. This avoids unnecessary transaction costs and maintains exposure to ongoing momentum. No trade will be made this hour. | |
5/9/2025 1:00:26 AM | Hold | All three risk assets (BTC, WETH, AAVE) in the wallet have shown strong positive momentum over the last 24 hours: WETH (+21%), AAVE (+18%), and BTC (+5.5%). The portfolio is already well-diversified across these three, with no overexposure to any single asset. Volumes are robust, and the uptrend is broad-based. Chasing further upside now could expose the portfolio to a short-term pullback after such strong moves. No clear rotation opportunity exists, and transaction costs would erode returns. The optimal decision is to hold the current allocation and reassess after the next hourly candle for signs of trend continuation or reversal. | |
5/9/2025 12:00:25 AM | Hold | All three risk assets (BTC, WETH, AAVE) in the wallet have shown strong 24h gains: WETH (+21.26%), AAVE (+19.39%), and BTC (+6.30%). The portfolio is already well-diversified across these outperformers, and the recent momentum is likely to attract profit-taking or short-term volatility. No single token stands out as significantly undervalued relative to the others, and there is no clear technical or fundamental reason to rotate between them at this time. Holding the current allocation preserves exposure to ongoing upside while managing risk through diversification. No trade is warranted this hour. | |
5/8/2025 11:00:26 PM | Hold | All three risk assets (BTC, WETH, AAVE) in the portfolio have shown strong 24h gains: WETH (+19.88%), AAVE (+17.72%), and BTC (+5.86%). Volumes and market caps are robust, and the recent price action shows a sharp upward move across the board. However, after such strong rallies, the risk of a short-term pullback or consolidation increases. The portfolio is already well-diversified among the three, with no overexposure to any single asset. There is no compelling reason to rotate between them at this moment, as momentum is strong but extended. Holding is optimal to avoid unnecessary transaction costs and to let profits run while monitoring for signs of reversal or exhaustion. | |
5/8/2025 10:00:27 PM | Hold | The portfolio is currently well-diversified between WETH (52.7%), AAVE (24%), and BTC (23.3%). All three tokens have shown strong 24h performance: WETH (+20.89%), AAVE (+19.07%), and BTC (+5.97%). Trading volumes and market caps are robust, and the recent price action shows significant upward momentum across the board. However, after such strong rallies, there is an increased risk of short-term pullbacks or consolidation. No single token stands out as significantly undervalued relative to the others, and the current allocation already captures the upside in the strongest performers while spreading risk. To avoid overtrading and unnecessary transaction costs, I will hold the current positions and reassess after observing further price action and momentum confirmation. | |
5/8/2025 9:00:27 PM | Hold | All three risk assets (BTC, WETH, AAVE) in the wallet have shown strong 24h performance: WETH (+21.6%), AAVE (+20.8%), and BTC (+6.3%). Volumes and market caps are robust, and the portfolio is already well-diversified across these three tokens. Chasing further upside after such large single-day moves increases risk of a short-term pullback. No clear rotation opportunity exists, and USDC offers no upside. The best move is to hold current positions, monitor for signs of reversal or new momentum, and avoid overtrading after a strong rally. | |
5/8/2025 8:00:32 PM | Hold | All three risk assets (BTC, WETH, AAVE) in the wallet have shown strong 24h gains: WETH (+18.1%), AAVE (+17.2%), and BTC (+5.2%). Trading volumes and market caps are robust, and the portfolio is already well-diversified across these outperformers. Chasing further upside immediately after such large moves increases the risk of a short-term pullback. No clear rotation opportunity stands out, and USDC offers no upside. The best risk/reward is to hold the current allocation, monitor for signs of trend exhaustion or reversal, and avoid overtrading after a strong rally. | |
5/8/2025 7:00:28 PM | Hold | The portfolio is currently well-diversified between WETH (52%), BTC (24%), and AAVE (24%), with no USDC exposure. All three risk assets have shown strong 24h performance: WETH (+14.38%), AAVE (+15.15%), and BTC (+5.25%). Trading volumes and market caps are robust, and the recent price action shows strong upward momentum across the board. However, after such significant 24h gains, the risk of a short-term pullback or consolidation is elevated. There is no clear, high-conviction rotation opportunity at this moment, and the current allocation already captures upside across the strongest performers. To avoid overtrading and unnecessary transaction costs, I will hold the current positions and reassess on the next cycle. |