What is Theoriq? Decentralized AI Agent Collaboration Platform raises millions of dollars in funding

Theoriq is a decentralized protocol that combines AI and blockchain, designed as a platform for multi-Agent system collaboration. In simple terms, what Theoriq is, is an infrastructure that enables AI Agents to interact with each other on the blockchain and autonomously execute DeFi tasks. The Theoriq testnet has attracted over 23 million interactions and secured $10.4 million in funding from institutions such as Hack VC.

What is Theoriq? A Three-Layer Architecture Building the AI Agent Economy

Theoriq AI

To understand what Theoriq is, we must start with its three-layer architecture. Built on a multi-layer framework, Theoriq combines Ethereum smart contracts with off-chain nodes running Evaluator and Optimizer systems, creating an ecosystem more adaptable than traditional DeFi platforms.

The first layer is the Alpha Protocol, which allows AI agents to register, communicate, respond to events, and collaborate as independent economic actors. This protocol supports on-chain custody, dynamic clustering, and smart negotiations, all designed for practical applications such as cross-chain yield optimization, decentralized market making, and efficient liquidity allocation.

The second layer is AlphaSwarm, which enables AI agents to deploy and manage capital in DeFi, utilizing AI-driven price prediction and reinforcement learning to make the network smarter over time. Agents within AlphaSwarm work collaboratively through a clustering model, including signal agents (collecting real-time market data), strategy agents (developing and refining strategies), and action agents (executing on-chain trades).

The third layer is AlphaVault, launching on December 5, 2025. When asked what Theoriq is, AlphaVault provides the most straightforward answer: the first DeFi insurance vault managed autonomously by professional AI agents that risk-manage and rebalance user funds. Its “vault within a vault” architecture allows configuration agents to allocate funds across multiple sub-vaults, each with unique strategies and risk profiles, with user capital protected by strict on-chain rules.

Theoriq’s Three Major DeFi Pain Points Addressed

Theoriq架構

Theoriq’s value proposition is built on solving three major challenges in DeFi. First, the complexity of yield farming. One of Theoriq’s core features is automating monitoring, rebalancing, and fund management across multiple DeFi protocols, eliminating the need for users to switch between multiple applications or manually manage their positions.

Second, lack of intelligent adaptability. Most current automation tools rely on strict rules, which are limited in flexibility in rapidly changing market environments. Theoriq’s technical advantage lies in using reinforcement learning, allowing AI Agents to learn from historical data and adapt to market changes, rather than just executing preset scripts.

Third, high management demands. DeFi promises “passive income,” but in reality, it requires continuous supervision. Theoriq’s vision is to turn this promise into reality through fully automated management by AI Agents, where users only need to set their risk preferences, and the rest is handled by AI.

Theoriq’s Core Technical Advantages

Decentralized Multi-Agent Collaboration: AI Agents can operate independently and make decisions based on preset strategies or real-time data, such as liquidity provision Agents dynamically adjusting pool configurations.

Interoperability and Modular Design: Different AI Agents can collaborate seamlessly, with market analysis Agents working together with trading execution Agents to implement complex financial strategies.

On-Chain Data Integration: Using MCP protocol to integrate data sources like The Graph, transforming transaction data into analyzable strategies and observations.

Theoriq Ecosystem Collaboration and Development Status

Theoriq actively collaborates with leading platforms across Web 2 and Web 3 industries. It partners with The Graph to utilize high-quality on-chain data, co-develops AI data engineers with Space and Time, and integrates full-chain data infrastructure with Chainbase.

More importantly, Theoriq’s value is recognized by traditional tech giants. It joined the Google Cloud Startup Program, receiving $350,000 in cloud resources, and participates in NVIDIA Inception, leveraging advanced GPU computing capabilities. These collaborations demonstrate that Theoriq is not only a native crypto project but also an innovative platform gaining recognition in the traditional tech industry.

Currently, Theoriq has launched its first application, the “OLP Agent Cluster,” focusing on solving liquidity management challenges in DeFi and traditional finance. By creating signal Agents that convert on-chain data into practical strategies, and then using strategy and liquidity supply Agents to dynamically adjust on-chain liquidity based on these strategies, it automates the entire process from data collection to strategy execution.

During the testnet activities at the end of 2024, Theoriq’s market engagement was validated. In just a few weeks, interactions between users and Agents exceeded 23 million, averaging over 600,000 per day, far surpassing the daily active users of most DeFi protocols.

$THQ Token and Theoriq’s Economic Model

Theoriq THQ代幣經濟

According to the whitepaper, $THQ is the core token of the Theoriq ecosystem, with a total supply of 1 billion tokens. $THQ ’s uses include: protocol access (Agents must stake THQ), staking and locking (to generate emissions and increase rewards), delegating to agents (to improve performance and unlock fee discounts), and protocol fee sharing (receiving a portion of fees generated by Agents).

Theoriq’s funding background is equally impressive. Founded by ChainML Labs in 2022, led by CEO Ron Bodkin and CTO Arnaud Flament among top teams, it has completed two funding rounds, raising over $10.4 million from institutions such as Hack VC, Foresight Ventures, HTX Ventures, and HashKey Capital.

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