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Advancing the Agentic Economy with AI Agent Swarms
The way we build and interact with financial systems is about to change. At Theoriq, we’re creating the infrastructure for an Agentic Economy, where decentralized, autonomous agents can collaborate, adapt, and act in real-time across the DeFi ecosystem.
We’re a team of AI researchers and engineers from Google, Dell, and Teradata, alongside blockchain veterans from ConsenSys and Goldman Sachs. Backed by top-tier investors like Hack VC, IOSG Ventures, LongHash, Foresight Ventures, Hypersphere, Hashkey and Alumni Ventures, and supported by startup programs at Google Cloud and NVIDIA, we’re bringing deep experience and strategic firepower to a major liquidity problem in DeFi.
At its core, the Theoriq Protocol is a decentralized, multi-agent system for AI-driven finance. It enables autonomous agents to collaborate, optimize liquidity, and perform complex financial tasks onchain, creating a trust-minimized, adaptive ecosystem for DeFi. These agents work in a trust-minimized, composable architecture designed to adapt to live market conditions.
The first real-world use case of this system is currently being built: the Onchain Liquidity Provisioning (OLP) Swarm.
DeFi liquidity remains fragmented, inefficient, and largely unmanaged. Current AMMs lack the dynamic responsiveness needed in volatile markets. Theoriq is building a protocol to solve this, not with single, monolithic agents, but with coordinated agent swarms that can adapt their strategies in real time. Whether it’s optimizing yield, managing liquidity provisioning strategies, or improving capital efficiency, our agent swarms are being purpose-built.
We’re committed to building in public, sharing every phase, hypothesis, and challenge. Here’s what the journey has looked like so far.
We kicked off by introducing Signal Agents that pull and process real-time data from sources like The Graph Protocol and Cookiedotfun. The first phase focused on ingesting Uniswap liquidity pool data and turning it into actionable signals.
https://x.com/TheoriqAI/status/1908171877522067623
We refined and enriched those signals for downstream agents. We also evaluated early hypotheses around the use of forecasting agents, explored LLM-based LP strategies, and introduced a backtesting framework for policy evaluation.
The research team joined us live to share how these innovations form the foundations of swarm coordination on the protocol.
Over the next two weeks, we shift into the Strategy Agent layer. This is where coordination begins, agents will strategize, test, and prepare for real-time execution onchain.
We’ll also host an AMA with leading voices in AiFi, and give you an engineering-level look under the hood.
By Week 4, we’re aiming to show the first full-cycle swarm: signal → strategy → execution. A real-time, onchain demonstration of agentic finance at work.
This isn’t just about improving AMMs. It’s about proving what’s possible when modular, intelligent agents work together, each specializing in a role, all moving toward a shared goal.
This system architecture includes:
This collaborative model unlocks new potential for composability, interoperability, and autonomy, the foundation of a scalable agentic economy, all built on the Theoriq protocol.
We’re not just building a protocol—we’re building a movement.
Through our Build in Public campaign, we’re giving the world a transparent look at the cutting edge of AI and DeFi innovation. And we want you to be part of amplifying that vision. This week alone we launched our Kaito Leaderboard and rocketed to the top 5 (and climbing #4 currently) within 24 hours, and were the #1 top gainers.
Are you already an Emerging Yapper looking to actively engage and contribute to Theoriq’s next phase of growth? Whether you’re creating content, sharing ideas, or offering feedback, you’re helping shape the trajectory of Theoriq and the Agentic Economy, and getting started is simple:
We have industry-defining integrations and partnerships rolling out in the coming months. Amplifying these updates, and tapping into their ecosystems, will be key to establishing Theoriq as a core pillar of agentic infrastructure.
To recognize your contributions, we've committed 3 million token allocation to reward Emerging Yappers on our Kaito leaderboard.
We have also just launched our "Infinity Swarm” Ambassador Program, where we will be sharing details on how we’ll engage directly very soon.
We’ve seen some questions arise about past campaigns and sources from early stages of our journey—and we hear you.
Every milestone, iteration, and insight from previous phases has directly shaped what Theoriq is becoming today. Here’s where things stand:
We concluded the incentivized testnet at the start of the year, it is currently only being utilized for users to engage in social interactions and quests with the Theoriq dashboard. More updates on the testnet will be given in the next few months.
A quick recap of what we achieved together here:
Our original litepaper, “Theoriq: The AI Agent Base Layer,” laid the groundwork for what we’re now building. That research shaped the protocol’s direction, and we’ve evolved it significantly since.
A fully updated, expanded version is on the way–with new insights and design reveals.
Stay tuned.
The AI Revolution will not be Centralized! Join Theoriq on a mission to govern AI through responsible, inclusive, and reflectiv…
Theoriq is committed to building a responsible, inclusive, and consensus-driven AI landscape in Web3. At the forefront of integrating AI with blockchain technology, Theoriq empowers the community to leverage cutting-edge AI Agent collectives to improve decision-making, automation, and user experiences across Web3.
Theoriq is a decentralized protocol for governing multi-agent systems built by integrating AI with blockchain technology. The platform supports a flexible and modular base layer that powers an ecosystem of dynamic AI Agent collectives that are interoperable, composable and decentralized.
By harnessing the decentralized nature of web3, Theoriq is unlocking the potential of collective AI by empowering communities, developers, researchers, and AI enthusiasts to actively shape the future of decentralized AI.
Theoriq has raised over $10.4M and is backed by Hack VC, Foresight Ventures, Inception Capital, HTX Ventures and more, and have joined start-up programs with Google Cloud and NVIDIA.