The Agent framework that best suits Solana, what is the magic of arc's red and blue pills?

avatar
MarsBit
12-23
This article is machine translated
Show original
Here is the English translation of the text, with the specified terms retained and not translated:

After the launch of Terminal of Truths, the blockchain has entered an era of AI Agent prosperity. Nowadays, the Crypto market is flooded with various Agentic concepts, whether it's MEME, utility applications, launch platforms, model frameworks, Swarm clusters, etc. New concept projects are emerging almost every day, making it hard to keep up. On December 11th, a mysterious smiling face that played on the "we take the red pill then the blue pill" meme from The Matrix, delivered a lengthy discourse on AI philosophy-related topics, and then revealed the token address of the project, immediately igniting the market. What is it, and how did it support a market cap of up to 300 million? This article will unveil the magic behind arc.

Technology


Powerful team background and technical capabilities

The team behind arc, Playgrounds, can be said to have a deep technical background and cross-industry experience. The founder, Tachi "@0thTachi", was responsible for nuclear physics and aerospace engineering research at the Southwest Research Institute in the US before entering the blockchain space. The institute is the oldest and largest independent non-profit applied technology R&D organization in the US. After founding Playground, he transitioned to become a blockchain developer.

Another co-founder and product lead, Terry, is also a member of the network technology advisory board of the well-known blockchain data service provider, Graph. Stopher "@chairman_stoph" has extensive software engineering experience and joined Tachi's team during the pandemic after graduating. Mateo "@belangermatteo" joined Ledger as a data analyst after obtaining a master's degree from EPFL, and later joined Playgrounds as a core technical member. Full-stack engineer Mochan "@0xMochan" and other engineers also have deep technical expertise.

Technology

Prior to arc, the Playgrounds team has delivered successful experiences in building complex blockchain infrastructure. For example, they built the first Ordinals and Inscription substream API, as well as a Python library called Subgrounds for analyzing blockchain data indexed on the Graph network.

Breakthrough AI Agent framework - Rig

The Agent framework behind arc, Rig, was initially an internal project developed by Playgrounds, aimed at providing reusable infrastructure, especially for chatbot interfaces, for AI and cryptocurrency projects that need to query on-chain data. As the development progressed, the team realized that Rig had broader application potential and decided to open-source it to drive wider community participation and innovation.

Rig's goal is to go beyond traditional chatbot applications and explore more possibilities of LLMs, such as structured data extraction, synthetic data generation, and injecting intelligence into existing data pipelines. The Playgrounds team reviewed the existing frameworks in the market (such as LangChain, Llama Index, etc.) and made predictions about the future development trends of LLMs and AI. At the time, there was a lack of Rust-based frameworks in the Agent framework domain, and the high performance and security of Rust made the architecture more efficient. Combined with the team's rich Rust expertise, they ultimately chose Rust as the primary development language for Rig.

Technology

Tachi's response in the Discord community on Rig's advantages over other agent architectures

Using Rust for development has given Rig some advantages that other architectures don't have. First, in terms of security, Rust's type system can prevent bugs at compile-time, unlike TypeScript or Python, which require runtime checks, reducing the risk of runtime errors. Rust's memory management mechanism (such as RAII) ensures there are no memory leaks and avoids data races.

In terms of performance efficiency, Rig leverages Rust's zero-cost abstractions and efficient pipelines to significantly improve runtime efficiency and reduce costs. Using the Tokio runtime, Rig can efficiently process tasks in parallel to improve the overall agent's performance. The modular design and concurrency ensure flexibility and scalability, and the dynamic tasks and event-driven architecture make the Agent behavior more intelligent and efficient.

Compared to most current Crypto LLM architectures, Rig has higher performance, scalability, manageability, and security. It can optimize architectures like Eliza's Rag, as well as support the current hot Swarm concept of multi-AI Agent integration. This also makes Rig's architecture well-suited for expanding reliable high-performance AI/ML pipelines. Rig can be said to be designed for enterprise-level project deployments.

Technology

This makes Rig an ideal tool for developing high-performance AI Agents, with excellent performance in games, robotics, automated workflows, and real-time simulations. The architecture allows seamless scaling from local development environments to enterprise-level systems, laying the foundation for institutional adoption. When a project provides high-quality products for enterprise-level clients, rather than just entertainment for regular users, these enterprise-level AI Agents can even replace entire industry chains in some cases, as has been validated in the Web2 AI Agent market. Rig currently has over 100 forks and 1400 stars on Github, and this data is growing rapidly.

What is the mysterious smiling face arc?

In a market where new concept projects are emerging almost daily and technology is evolving rapidly, there is also a lot of Scam, which is often criticized in the blockchain space. It seems like a repeated occurrence of Gresham's law, where fraudulent projects consume the market's trust in a concept. However, arc's approach is the opposite. The "prologue" displayed on the official website has finally unveiled its first layer of mystery recently. The team calls it a "handshake", and the promotional video starts with robot and human versions of "The Creation of Adam" and gradually moves towards two hands approaching each other, symbolizing the coming era of human-AI Agent collaboration.

Technology

Most Agent platforms try to simplify the process of creating, issuing, and fundraising for AI Agents, often using the "pump.fun" Bonding Curve model, with the goal of making it easier for more AI Agent projects to emerge, which is a win-win for the platform and its users. However, this may not be the best for the market. Under the continuous high-speed updates and the MEME era hype, the Dev and Degen mentality of the Crypto market seems to also apply to this AI wave, where developers are required to update faster and have shorter development cycles. This can lead to a lack of depth in development and market understanding, apart from the recognized leading projects. The handshake approach is different from almost all Agent platforms' issuance logic. Tachi stated that their development standards are very high, implementing one of the strictest code review processes in the crypto space to ensure the quality of the ecosystem. arc requires participants to first send 500 $arc to a specified address to verify and reduce spam, but this is not a mandatory step.

Formal participants first need to submit a proposal "clearly stating the objectives of the project, the technical solution, the team background, and the team's contribution to the $arc ecosystem". After that, the proposal needs to be reviewed "the team and core community members will evaluate it in various dimensions". Only after the proposal is approved will the project name be allowed to appear on the registration list, which is equivalent to the team helping to do the first part of the due diligence before presenting the project to the community members, and then they can raise funds or receive community donations to form the arc or Sol trading pair.

This type of project submission model, which is like a Grant or Hackathon, and also like an IDO, may be a very unsuccessful business model for other projects, as the participation threshold for intermediaries is too high, but the review efficiency is too low, and the potential returns "handling fees" may be greatly reduced.

Although it is not ruled out that a Pump.fun-like AI Agent issuance model will be launched in the future, in fact, arc has a certain rationale for doing so. First, from a technical perspective, the development of Rust has a higher threshold compared to Python or Typescript developers, and the development cycle is also longer. Letting Rig developers and other developers compete in development efficiency is a negative return, and in the long run, the product quality will gradually decline.

Secondly, from a business perspective and the overall vision of the team, the product they want to create is a truly high-performance enterprise-level AI Agent, not just a chatbot. Their ultimate vision is to combine the thinking patterns and reasoning methods of all AI Agents through the Agent Pipeline, so that the Agent can have a deeper understanding of things, thereby allowing AI to generate more thinking, which requires higher quality Data Feed and more mature reasoning capabilities, quality is more important than quantity.

Technology

It is worth mentioning that on the handshake page, arc stated that it will cooperate with the ecosystems of Solana and Arbitrum chains for review. Previously, the market has been discussing that when the best Rust-based Layer1 meets the best Rust-based AI framework, it is difficult not to make associations, and now it seems that a response has been given.

Technology

arc, like many Crypto AI projects, is at the intersection of two transformative technologies "artificial intelligence and blockchain", and we are accelerating into a new paradigm where humans and agents will interact with each other on-chain and off-chain.

arc is a thriving developer ecosystem, driving innovation based on artificial intelligence. Its core concept revolves around the arc complex, which is a collaborative network of developers, projects, and information resources.

arc is also a bridge, connecting the excellent talents in the blockchain and artificial intelligence fields to build the infrastructure needed for the future Crypto+AI Agent.

arc is also a platform for the issuance of AI Agents, providing a $arc-based trading pair or incentives for the AI Agent architecture, Agent system, or improvements to the Rig architecture itself.

arc has swallowed the red pill to understand the shortcomings of the current Agent architecture and the chaos of the market, knowing that this change cannot be achieved overnight. Then, with the team's technical strength, the power of the community developers, and the recognition of their ideas, they can finally swallow the blue pill. It is not just a project, but a practitioner who is building a blueprint for the future.

Source
Disclaimer: The content above is only the author's opinion which does not represent any position of Followin, and is not intended as, and shall not be understood or construed as, investment advice from Followin.
Like
Add to Favorites
Comments