Lite Paper

$ORDER (Orderly Network)Token holders participate in a decision-making process through a decentralized governance model that later benefits the DAO from the use of autonomy, decentralization, and AI-driven decision-making. Token holders have a say in the fund's future strategies and operations, promoting a sense of community and shared ownership.

AI AgentsAutonomous operations can minimize the need for human intervention, conversely, we're probably not there yet. Oversight on the AI revolution is the responsibility of the DAO. The word agent can be interchangable with LLM since the LLM is the brain of the agent. Changes to configuration, prompts, hardware, models and questions can all alter the agents behavior.

Assembly Line: LLM/SLMThe rise of Large Language Models. Evoling architecture with billions of parameters make them expensive to train and less accurate for specialized tasks. However, with each new model upgrade and as hardware GPU improve, efficieny continues to grow making LLM's a fine choice for many tasks.

The rise of Small Language Models. The compact architecture with fewer parameters compared to large models, make them lighter and faster for specialized tasks. With quicker processing and inexpensive to train, real-time applications become economical.

CommunityCreate an agent, select from 100+ models, enter your prompt. Or upload your own model, prompt, and configuration. Better yet, chat with the current assembly line to increase their awareness.

LocalhostDeploying advanced artificial intelligence technology to identify patterns and predict price movements in financial markets is nothing new. Over a decade ago, the level of entry was sophiscated and nearly impossible for most. In 2025, The latest Apple M Series has enough local compute to run LLMs.

SwarmsRPC : API : P2P encrypted communication allow data retrieval for data aggregation, market-insights, and news sources. Agents: LLM have limited memory and require relevant information.

RAG (Retrieval-Augmented Generation) is a powerful design pattern used in swarms to share information across the LLMS to overcome their static knowledge base.

Terms

Autonomous:This term refers to the fund's ability to operate independently, without human intervention, using artificial intelligence (AI), machine learning (ML), and other advanced technologies to make investment decisions.

DAODecentralized Autonomous Organization): A DAO is a self-governing organization that operates on a blockchain network[Solana], allowing for decentralized decision-making and autonomous execution of rules and actions. In the context of ReplyShark DAO, a DAO enables the fund to be managed and operated in a decentralized, community-driven manner.

LPLiquidity Pools: Easily allow swapping of assets in a decentralized manner. $SOL or $USDC paired with $ORDER allow transfer of assets smoothly and safely.

OTCSmart Contract OTC deals: Easily invest in a decentralized manner. Input $SOL or $USDC and get out $ORDER at a fixed rate. Prevents price volatility, MEV and front-running

User MessageThis is the input provided by the user during the interaction with the model. It represents the questions statements or prompts that the user wants the model to respond to. User messages can vary widely in content and complexity and they drive the conversation by prompting the model to generate relevant responses based on the initial context set by the system prompt. In summary the system prompt sets the stage for how the language model should behave while user messages are the inputs that guide the model's responses in real-time. Together they create an interactive experience where the model can provide information assistance or engage in dialogue with the user.

SolanaSolana is a fast, decentralized, and scalable blockchain platform. It was created to support the creation of decentralized applications (dApps) through smart-contracts and to provide a more efficient and cost-effective alternative to other blockchain platforms. Solana can process up to 65,000 transactions per second, making it one of the fastest and cheapest blockchain platforms available since March 16, 2020.

System PromptThis is an instruction or set of guidelines provided to the language model that defines its behavior for the conversation. The system prompt is typically pre-defined and establishes the context tone or role that the model should assume. It can include information about the model's capabilities the style of response desired (e.g. formal casual) or any specific instructions regarding the interactions. For example a system prompt might instruct the model to act as an expert in a certain field or to respond concisely.