AIXBT Sigma by Buffett
AIXBT finds the alpha, Sigma trades it for you autonomously. Agentic trading & execution, no grind.
Created on 2nd February 2025
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AIXBT Sigma by Buffett
AIXBT finds the alpha, Sigma trades it for you autonomously. Agentic trading & execution, no grind.
The problem AIXBT Sigma by Buffett solves
Trading profitably onchain is tough. Staying ahead requires:
✅ Being terminally online—tracking hundreds of Telegram chats, Discord channels, and Twitter KOLs.
✅ Staring at charts all day to time the market.
AIXBT flipped this meta by automating alpha discovery—curating high-signal trading insights that traders rely on. But there’s a new problem:
🚀 AIXBT tweets about ~900 tokens daily.
📉 It’s humanly impossible to trade at that scale manually.
That’s where AIXBT Sigma agent comes in. It analyzes AIXBT’s tweets, extracts trading insights, and executes buy-and-sell decisions onchain—all without human intervention.
In our simulation over a three week period, Sigma managed a win rate of 40% with a profit of 80% (ETH price has fallen down by 2.45% during the same period)
Challenges we ran into
Twitter Scraping: Extracting real-time data is difficult due to strict API restrictions and rate limits, making it challenging to track new token mentions efficiently.
Token Validation: Identifying valuable tokens among a flood of noise requires precise parsing, sentiment analysis, and rigorous checks to filter out spam tokens. Many mentioned tokens may exist on other chains, so cross-checking contract addresses to ensure they are native to Base is essential.
Sell Logic Optimization: Finding the right exit strategy is complex and requires extensive backtesting and simulations to refine strategies for maximizing profits while minimizing risks.
Note to judges & Organisers: AIXBT Sigma is built on top of Buffett which is in invite only access currently. Please DM us on twitter for access to our product & github
Technologies used