# RunAIgent Whitepaper Introduction This project introduces a revolutionary launchpad built around tokenized AI agents, designed to manage automated trading strategies, powered by [Runbot](https://runbot.io) with a focus on perpetual contracts and pari-mutuel option markets. *** These tokenized AI agents not only provide advanced trading solutions but also serve as a novel means of collecting liquidity (AUM), enabling the agent to trade and grow funds efficiently. Essentially, it is akin to tokenizing a hedge fund, but one that operates under the guidance of an AI agent in a decentralized and transparent manner, governed by a DAO. At the core of this concept is the ability to mint a unique token for each AI agent. This token represents a stake in the agent’s operations and serves as the primary mechanism for raising and managing liquidity. By tokenizing the process, the project democratizes access to cutting-edge trading tools and strategies, empowering the community to participate in the growth and success of these decentralized AI-driven funds. The AI agents leverage the powerful backtesting and trading engine of Runbot, along with its advanced Optimizer, to deliver high-performance trading solutions. Runbot’s cutting-edge tools provide these AI agents with a significant competitive edge by enabling: * Accurate backtesting: Precise historical data analysis for validating strategies. * Optimized execution: Enhanced performance through intelligent parameter tuning. * Proven automation systems: A trusted foundation for building robust, market-ready strategies. During the minting process, the creator of the tokenized AI agent determines the rules, behavior, personality, and strategies of the AI agent. The creator configures the agent’s parameters and connects pre-built or custom automated trading strategies to tailor its functionality. Post-launch, any modifications to the AI agent—such as changes in behavior, strategy allocation, or operational parameters—will require DAO governance, where eligible voters make decisions through a transparent voting process. This governance system is carefully designed to balance adaptability, innovation, and community involvement, while retaining a level of oversight for the creator. By integrating Runbot’s advanced features, these AI agents not only execute pre-defined strategies but also continuously refine and adapt them to evolving market conditions, ensuring consistent and competitive performance.

AI Agent Capabilities

Learn everything about what AI Agents can do.

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How to Launch your AI Agent

Learn the basics rules to launch and run an AIgent.

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Liquidity pools

Trading pool or Bunding Curve pool, learn everything you need to know.

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Fair Launch By Design

Fair Distribution, Rewards, Incentives for token holders.

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Governance

Learn and participate about your voting powers.

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Looking for Support?

Reach out to us, we'll be happy to help.

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# Overview The AI Agent is a sophisticated tool designed to optimize treasury management, facilitate trading strategy allocations, enhance market interaction, and improve trading decision-making. Its capabilities are broad, covering a wide spectrum of functionalities that make it a valuable asset in financial and trading ecosystems. Below, we explore these features in detail, illustrating their mechanisms with examples for better understanding Agents leverage Runbot tools, market data, and price action directly from the largest cryptocurrency exchanges and on-chain activity, ensuring it remains deeply informed and responsive to real-time market movements. Additionally, it will be connected to crypto news feeds, enabling it to adapt dynamically to market insights and breaking developments. Users will also have the option to provide the AI Agent with a private continuous information feed, or pre-load it with a custom database prior to deployment, ensuring the AI operates with tailored knowledge and strategies aligned to specific objectives... # Glossary * **Trading Pool:** A dedicated pool of funds (AUM) used by the AI Agent to execute its trading strategies. It serves as the primary resource for engaging in markets, including perpetuals trading on decentralized exchanges (DEXs) and pari-mutuel option markets. Profits generated from the Trading Pool are reinvested, or a portion is used for token buybacks and burns, supporting token value and ecosystem growth.
* **The Bonding Curve:** This ensures that each $AiToken is 100% backed by liquidity, providing continuous liquidity for buying or selling tokens directly through the curve. This system dynamically adjusts token prices based on supply—prices increase as more tokens are purchased. By anchoring each token to real liquidity, users can always trade confidently, with no reliance on external market makers.
* **Runbot NFTs Templates Strategies:** These are highly advanced trading template strategies, including signal bots, trending, and mean reversion strategies, which can be based on a variety of indicators such as open interest, order flow, and popular indicators like RSI, MACD, Bollinger Bands, and more. They feature extremely robust and sophisticated risk management, meticulously backtested on historical market data spanning several years. These bot templates are tokenized and available within the Runbot ecosystem, represented as NFTs, and can be connected to AI Agents to provide pre-built, automated trading capabilities. The creator of an AI Agent can integrate these NFTs to leverage proven trading methodologies, which can be further customized, backtested, and optimized for the agent's operations. You can find out more of these strategies on the official [NFT Marketplace](https://app.runbot.io/nft) or build yours for free with [Runbot](https://runbot.io).
Backtesting performance of a Runbot NFT trading bot template
# Treasury Management Treasury management in this context refers to the strategic allocation and optimization of the trading pool liquidity (AUM). The AI Agent ensures effective distribution of these funds among various assets, continually adjusting allocations to align with market dynamics. **Key Features:** * **Initial Allocation:**\ Upon creation, the AI Agent allows the owner to allocate collateral percentages across specific assets. For instance: * 50% BTC * 20% HYPE * 30% in USDC margin for Trading Strategies * **Dynamic Rebalancing:**\ During live operations, the AI Agent monitors market performance and suggests reallocations. For example, if BTC's dominance decreases while HYPE shows significant growth, the agent may recommend shifting 10% from BTC to HYPE. It can implement these reallocations using various methods: * Market Orders: Immediate adjustments. * DCA (Dollar-Cost Averaging): Gradual adjustments over time. * TWAP (Time-Weighted Average Price): Price-sensitive adjustments to minimize slippage. * Other methods # Runbot Templates NFT Management The AI Agent handles trading pool allocations specifically for NFT-related trading bot strategies, leveraging algorithmic methods powered by [Runbot.io](http://runbot.io). **Key Features:** * **Initial Allocation:**\ The owner sets NFT-specific allocations during creation. For example: * 10% of funds to NFT Strategy 1 * 20% of funds to NFT Strategy 2 * 20% of funds to NFT Strategy 3 * **Dynamic Adjustments:**\ While live, the AI Agent analyzes global markets and recent strategy backtests and performances to suggest reallocations. For instance: * Reducing NFT Strategy 1 to 5% due to declining performance. * Increasing NFT Strategy 3 to 35% following strong live results. * Adjusting spot treasury management funds to provide additional liquidity for NFTs. **Example in Practice:**\ If NFT Strategy 2 demonstrates a 15% higher ROI over a quarter, the agent may propose increasing its allocation from 20% to 30% while reducing NFT Strategy 1 to optimize returns. # Trading Bot Marketplace Scrolling The AI Agent actively monitors the [Runbot marketplace](https://app.runbot.io/nft), identifying top-performing strategies for potential inclusion in its portfolio. **Key Features:** * Daily Analysis: Each day, the AI Agent evaluates the performance of marketplace strategies. * Strategic Proposals: If adding a new strategy improves overall portfolio performance (e.g., reducing drawdown from 30% to 10%), the AI Agent suggests its purchase. **Example in Practice:**\ The agent identifies a strategy with exceptional volatility control that complements existing strategies. It proposes acquiring this strategy to enhance risk-adjusted returns. # DAO Trading Ideas execution This feature allows members to propose trading ideas or strategies, which the AI Agent evaluates and responds to with actionable recommendations. **Key Features:** * Member Proposals: Members can suggest strategies, trading ideas, such as gaining exposure to a specific asset. * AI Agent Analysis: The agent assesses market sentiment, asset performance, and feasibility. * Response and Execution: The AI Agent provides optimized trading parameters. **Example:** * Entry via MARKET, DCA, or TWAP. * Optimized Take Profit (TP) and Stop Loss (SL) levels. \ A member suggests investing in DOGE due to rising market interest. The agent reviews DOGE sentiment and proposes: * Buy 10% of the treasury in DOGE using TWAP over 24 hours. * Set a TP at 20% profit and SL at 5% loss. # Performance Reports and Daily Sentiment To keep holders informed, the AI Agent provides concise and informative updates on market conditions and the status of managed strategies. **Key Features:** * Daily Market Sentiment: The AI Agent analyzes trends and offers insights into the crypto market's state. * Strategy Performance Reports: Highlights changes in strategy outcomes and areas for improvement. **Example in Practice:**\ A daily report might state: * “BTC has consolidated at $90,000, with ETH showing bullish signs. ETH Strategy 2 yielded a 12% return this week, while BTC Strategy 3 underperformed by 4%. Consider reallocating funds to Strategy 2 to capitalize on ETH momentum.” # Integration with Runbot’s Strategy Editor The AI Agent seamlessly integrates with the [Runbot Strategy Editor](https://app.runbot.io/Strategies), enabling eligible token holders to discuss with the AI Agent to therefore build, backtest and optimize new algorithms strategies. **Key Features:** * Enhanced Strategy Management: Utilizes Runbot’s tools to design and execute high-performing strategies. # Concepts The RunAIgent Launchpad streamlines token creation and distribution, ensures robust liquidity, and maintains the economic vitality of our ecosystem. By integrating advanced mechanisms like bonding curves, strategic fee structures, and dynamic trading strategies, the Launchpad lays a solid foundation for the sustained growth of the AI Agent. # Bonding Curve Liquidity At the core of the RunAgent Launchpad is the Bonding Curve Liquidity model. This system not only dictates the issuance and pricing of $AiTokens but also ensures that token value appreciates in tandem with demand. Here's an in-depth look at its components: *** **Funding Allocation and Fee Structure** When users purchase $AiTokens using $RBOT tokens, the funds are strategically allocated to support various aspects of the ecosystem: * Token Purchases: * Exclusive Currency: $AiTokens are exclusively purchasable with $RBOT tokens, creating a direct utility for $RBOT within the ecosystem. * Conversion to USDC: A portion of each $RBOT used in purchasing $AiTokens is converted into USDC (or another spot collateral as specified by the treasury strategy). This converted amount is then funneled into the Trading Pool Treasury (AUM), ensuring that there are adequate funds to support ongoing trading activities. * Bonding Curve Allocation: The remaining $RBOT from each purchase is allocated to the Bonding Curve Liquidity pool. The exact distribution is determined by the creator’s configuration during the minting phase, allowing for flexibility based on the project's specific needs. **Trading Pool Fee Allocation** Creators have the autonomy to define the percentage for each token purchase how much funds is allocated to the Trading Pool versus the Bonding Curve Liquidity. This allocation can range from: * 10% to 90% directed to the Trading Pool * The remaining percentage funneled into the Bonding Curve Liquidity This customizable allocation ensures that creators can tailor the liquidity and trading dynamics to best suit their project's requirements, balancing immediate trading needs with long-term liquidity provisioning. {% hint style="info" %} **Example 1: 90% Trading Pool / 10% Bonding Curve** Allocation: * Trading Pool: 90% of $100 → $90 * Bonding Curve: 10% of $100 → $10 Minting Tokens: Assume the bonding curve mints tokens at a rate of **$0.05 per token**. Tokens minted = `$10 / $0.05 = 200 tokens` **Underlying Value per Token:** * Bonding Curve Component: `$0.05` * Trading Pool Component: `$90 / 200 = $0.45 per token` * **Total per Token:** `$0.05 + $0.45 = $0.50` *** **Example 2: 10% Trading Pool / 90% Bonding Curve** Allocation: * Trading Pool: 10% of $100 → $10 * Bonding Curve: 90% of $100 → $90 Minting Tokens: Assume the bonding curve mints tokens at a rate of **$0.45 per token**. Tokens minted = `$90 / $0.45 = 200 tokens` **Underlying Value per Token:** * Bonding Curve Component: `$0.45` * Trading Pool Component: `$10 / 200 = $0.05 per token` * **Total per Token:** `$0.45 + $0.05 = $0.50` {% endhint %} *** **Fee Structure** To sustain the ecosystem and fund its operations, a structured fee is applied to every $AiToken transaction: * Total Fee: 1.5% per transaction, distributed as follows: * 0.75% supports Runbot protocol operations, ensuring ongoing development and maintenance of the platform. * 0.35% is allocated to build liquidity for the secondary market on Uniswap, enhancing market stability and accessibility. * 0.20% serves as revenue for the [AI Agent Owner](/the-runaigent-launchpad/agent-ownership-tokenization), providing an incentive for continued project leadership. * 0.20% is utilized to burn $RBOT tokens. **Token Supply and Profit Utilization** Understanding the dynamics of token supply is crucial for appreciating how $AiTokens maintain and potentially increase in value: * No Maximum Supply: There is no cap on the maximum token supply, allowing for scalability as the ecosystem expands. * Price Appreciation: As more $AiTokens enter circulation, their price appreciates in accordance with the Bonding Curve mechanics, which ties token value directly to demand. This ensures that the token remains valuable and incentivizes holding. # Trading Pool Treasury The Trading Pool Treasury serves as the economic backbone of the AI Agent, ensuring both operational stability and fostering growth through strategic trading activities. *** **Trading Execution** The Trading Pool employs sophisticated trading strategies to maximize profits and sustain the ecosystem: * Futures Trading: Conducted on the Hyperliquid DEX, futures trading provides access to decentralized and highly liquid markets. This enables the AI Agent to execute large trades without significantly impacting market prices, ensuring efficiency and profitability. * Pari-Mutuel Trading: Managed on the OddsFI Network, pari-mutuel trading allows for specialized trading approaches that can adapt to varying market conditions and opportunities. *** **Profit and Reinvestment** Profits generated from these trading activities, referred to as Profit and Loss (PNL), are reinvested and utilized to support the ecosystem in several key ways: * Reinvested into Token Buybacks and Burns: * Profits are used to buy back and burn $AiTokens, reducing the overall supply and enhancing the value of remaining tokens. * Compounded into the Trading Pool: * A portion of the profits is reinvested back into the Trading Pool, promoting sustainable growth and ensuring the pool remains robust against market fluctuations. * Airdropped to $AiToken Holders: * Profits are distributed to $AiToken holders as rewards, incentivizing long-term holding and active participation in the ecosystem. **Profit Redistribution** Effective profit redistribution is vital for maintaining balance and incentivizing stakeholders within the ecosystem: Token Buybacks and Burns: * Minimum Allocation: At least 20% of the Trading Pool’s profits are allocated to buying back and burning $AiTokens. This mechanism supports the token's value by decreasing its supply. * Configuration Flexibility: The exact percentage allocated for buybacks and burns is determined during the initial profit redistribution setup, allowing for adjustments based on market conditions and project needs. Weekly PNL Redistribution: * Regular Redistribution: Profits generated by the Trading Pool are redistributed every seven days. When profits are reinvested into the trading pool, a special allocation in USDC is accumulated. * Strategic Utilization: The AI Agent, in collaboration with the DAO, strategically decides how to utilize these accumulated funds—whether for additional trading activities, further investments, or other strategic initiatives. This ensures that profits are used effectively to drive the ecosystem's growth. # Fair Launch by design ### Fair Launch by design The Tokenomics of the RunAgent Launchpad are designed to ensure a fair and transparent launch, fostering trust and participation from the community. *** **Creator Token Purchase** During the launch phase of an AI Agent, creators have the opportunity to purchase an unlimited number of tokens. This process is governed by a linear bonding curve model, where the token price incrementally increases as more tokens are bought and minted. * Initial Purchases: For every token purchased during the minting phase by the creator, 50% of the purchase amount is directed to the Trading Pool (AUM). This ensures that the AI Agent has sufficient initial liquidity to support its operations and trading activities from the outset. *** **Minting Phase Tokens Locked for Initial Liquidity** A specific number of $AiTokens are minted and locked during the minting phase to provide initial liquidity: * Locked Tokens: These tokens remain locked until they are released on a decentralized exchange (DEX) secondary market. * Threshold for Release: If the market capitalization exceeds a predefined threshold of $RBOT tokens or cumulative trading volume, the locked tokens are deployed to provide initial liquidity on platforms like Arbitrum Uniswap. This mechanism ensures that liquidity is only introduced once certain market conditions are met, promoting stability. *** **Fee Mechanism for Future Liquidity** To maintain ongoing liquidity for the secondary market, a dedicated fee mechanism is in place: * Transaction Fees: Each transaction on the bonding curve incurs a 1.5% protocol fee. * 0.35% of this fee is reserved specifically to bolster future liquidity for the secondary market. * Sustained Liquidity: Once the secondary market is operational, these fees are continuously funneled into the secondary market’s liquidity pool, ensuring a stable and sufficient level of liquidity over time. *** **Official RunAgent Strategic Reserve** To guarantee the long-term sustainability and incentivization of the platform, a strategic reserve is established: * Reserved Tokens: A defined portion of the AI Agent’s tokens is minted and allocated to the [official RunAgent](/the-runaigent-launchpad/quanta-official-runaigent) (Quanta). This reserve supports ongoing development, covers operational costs, and provides incentives for contributors and stakeholders involved in maintaining the ecosystem. *** **Token Lifecycle** Each token is issued with a predefined lifetime, determined by the creator, and can span 1, 2, 3, 6, or 12 months. At the end of its lifecycle, token holders will have the opportunity to vote on one of two outcomes: 1. **Terminate the Token and AI Agent:** * All remaining assets in the Trading Pool and liquidity reserves in the Bonding Curve will be redistributed among token holders. Token holders will need to claim their airdrop by returning their $AiTokens, which will then be burned as part of the process. * Once this process is completed, the token and AI Agent will cease to exist. 2. **Renew the Token and AI Agent:** * The token and its associated AI Agent’s lifecycle are extended for the same duration. * The system continues to operate with the existing liquidity and trading mechanisms. # Agent ownership Tokenization The ownership of the AI Agent can be tokenized for resale. During token creation, the creator must specify whether resale of ownership will be allowed. If resale is permitted, the new owner of the AI Agent will inherit the revenue streams designated for the original owner. # Quanta: Official RunAIgent **$Quanta Token Incentives** **The strategic reserve is a designated number of $AiTokens from each newly minted AI Agent of the platform that will be directly airdropped to Quanta Treasury.** This allocation ensures that the official RunAIgent benefits from the airdrops and PNLs redistributed to $AiToken holders. By holding these allocated tokens, Quanta's treasury gains access to a share of the performance and rewards generated by the all the AI Agents, creating a sustainable loop where the platform itself is incentivized to support and grow the ecosystem. These tokens will be locked for ever. *** **Quanta Strategy** The strategy of the official RunAIgent will focus on long-term spot holdings of tokens from the RunAIgent ecosystem: * 100% allocation split among the top-performing tokenized AI Agents on the platform. * No $AiTokens will be sold. Airdrops received from holding these tokens will be used to buy and burn the official RunAIgent token. *** Unlike other AI Agents, Quanta does not have an expiration or life span limit, ensuring its continued contribution to the ecosystem's growth. The [Trading Pool Fee Allocation ](/the-runaigent-launchpad/bonding-curve-liquidity) is set at 1% in order to provide liquidity for future $AiTokens purchases. # Launching an AIgent AI Agent Setup Phase **During the minting phase, the creator has full control over the setup and configuration of their AI Agent.** This phase includes: *** **Creator-Selected Strategies:** The creator integrates their Runbot NFT trading bot strategies, equipping the AI Agent with pre-built trading frameworks. The creator can also work with the AI Agent to select, backtest, and optimize strategies using Runbot’s advanced tools during the minting phase. *** **Treasury Allocation Strategy:** The creator collaborates with the AI Agent to develop a strategy for allocating treasury funds to assets and trading strategies. *** **Simple Trading Rules:** The creator can provide additional simple trading directives to the AI Agent. For example: * Allocate 20% of the Trading Pool treasury to buy BTC if it dips by 10% over 24 hours. * Expose the portfolio to a basket of memecoins if a specific trend gains bullish momentum. The AI Agent analyzes market conditions, evaluates specific requests, and proposes optimized trading rules and strategies tailored to maximize performance and align with the given objectives. *** **Setup Agent Personality:** The creator defines the AI Agent’s personality, shaping its behavior and reactions. This includes: * Deciding whether the AI Agent will follow a conservative or ‘degen’ profile. * Setting its adaptability speed to new trends (fast or deliberate). * Specifying its market confirmation attention—does it require clear signals before acting? * Determining its allocation strategy: aggressive or conservative. The possibilities are open-ended, allowing the creator to design a truly unique AI Agent. *** **Additional Parameters:** The creator configures the following critical parameters to tailor the AI Agent’s lifecycle and operations: * Token Lifetime Cycle: Choose a lifespan between 1 to 12 months for the token. * Liquidity Allocation: Determine what percentage of liquidity from each $AiToken purchase is allocated to the Trading Pool \[10;90%]. * Define the split for Trading Pool profits: * A minimum of 20% must be used for buy back and burn of $AiTokens or air dropped to $AiToken holders. * The remaining profits can be reinvested in the Trading Pool. * Ownership Transfer: Specify whether the ownership of the AI Agent can be sold. * Voting Eligibility: Determine who can participate in DAO voting: * Only the AI Agent owner, who validates all decisions. * The top x% of $AiToken holders. * Those holding at least x% of the total $AiToken supply. * Every token holder. Once the rules are defined during the minting phase, they become permanent and can never be modified. *** Only the treasury strategy, simple trading rules, NFT funds allocations or connected Runbot NFTs can be edited after $AiToken launch. # $AiToken DAO Governance **Voting Rights and Proposals** Only the AI Agent is authorized to propose voting. These proposals can include modifications to trading strategies, reallocation of funds, and other relevant adjustments. The AI Agent can generate proposals in two ways: 1. Autonomous Analysis: The AI Agent independently analyzes market conditions, performance metrics, and its own algorithms to identify opportunities or necessary changes. 2. Community Input Interpretation: The AI Agent actively monitors and analyzes the DAO’s chat discussions, interpreting messages, requests, and ideas shared by DAO members. Based on this input, the AI Agent synthesizes suggestions and formulates them into structured proposals for voting. This system ensures that the AI Agent serves both as an autonomous decision-maker and as a responsive entity that incorporates community input into actionable changes. *** **Voting Eligibility** The criteria for voter eligibility remain as defined during the token creation process. Voting rights may be assigned to: * Only the AI Agent owner, who validates all decisions. * A specific % of top $AiToken holders. * Those holding a minimum number of $AiToken. * Every $AiToken holder. This framework maintains a balance between centralized and decentralized governance, allowing the AI Agent to take initiative while respecting community oversight. # Official Links * RunAigent.fun * *