What is the most difficult question for an AI agent?
Theoriq provides the answer:
What signals should we feed it?
On-chain, this problem is even more apparent:
※ The data is public, but it's messy and takes effort and time to sift through.
※ There are very few truly useful signals, and a lot of junk information.
※ Even if you find a signal, it's hard to determine if it can make money.
Theoriq Protocol aims to solve these three pain points!
It’s not about creating an all-powerful AI, but rather a system that makes signals easier to discover, combine, and utilize. In simple terms, it provides an environment where agents can act like humans:
※ Continuously trial and error.
※ Find reliable signals.
※ Team up with other agents to get the job done.
Not all signals are long-lived; some strategies may only last a few days, and some predictive models can only be used in specific market conditions. Therefore, the entire system's logic is dynamic: signals come in, are used, if found useful, they are combined; if not useful, they are eliminated.
This approach resembles an ecosystem rather than a product. It provides signal developers with a path for distribution and monetization, and offers those wanting to create agents a faster way to get started! In simpler terms:
※ Those who can write models don’t need to run trades themselves.
※ Those who can write strategies don’t need to pull data themselves.
※ You focus on strengthening your area, and other agents will come to collaborate with you.
The future of on-chain AI will not be created by a single genius, but rather by many clever minds working together! Theoriq provides this complementary assistance!
Theoriq Liquidity System OLP Swarm Phase 1
If you've ever been an LP in DeFi, you know it's never passive income. Uniswap V3, active management, range adjustments, redeployments, missing a market fluctuation can lead to significant losses... It's not that technology can't create automated strategies, but rather that no one has developed a truly on-chain operating set of equations!
Now, Theoriq is trying to hand this over to AI agents; OLP Swarm!
They've broken this system down into multiple agents, each responsible for different aspects, running in real-time with public data, and are already able to perform basic LP rebalancing management across multiple pools.
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The core components of Phase 1 include:
※ Indexer / Ingestor: Accessing data from various Uniswap V3 pools through The Graph, with hourly and real-time snapshots, structured and stored in a database.
※ Observer Agent: Monitoring the LP status of pools in real-time, such as any rate changes in VIRTUAL/WETH, COOKIE/WETH, etc., triggering events upon detection.
※ Pub/Sub System: Each agent does not communicate directly but collaborates through a message bus for broadcasting and subscribing, allowing for the easy insertion of new agents later.
This architecture does not aim for a large model to handle everything but is designed to be an assemblable swarm, where anyone can add their own modules!
And they are currently hiring:
If you are involved in market signals, sentiment analysis, volatility indicators, or predictive models, you can now try to integrate your signals into this system, allowing agents to consume them and trigger the next actions. You can set fees, usage restrictions on strategies, and even distribute across multiple chains.
In simple terms, your signals are no longer just data charts for people to see, but action instructions for agents to follow.
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What will this system look like in the future?
This is just Phase 1, mainly laying the groundwork, but it's clear they have a clear direction:
※ More agent SDKs will be opened up later, supporting the creation of custom strategy agents.
※ Project teams can integrate their tokens and liquidity into the swarm, forming a tokenized agent suite.
※ Small LP users can call on the swarm to coordinate position management, reducing losses.
Theoriq's ambition is not just to create a tool but to build a complete on-chain AI agent operating system. It won't replace humans but will free them, especially in those LP strategies where you really don't want to monitor the market daily. They already have support from entities like Hack VC and Foresight Ventures, indicating that they also believe this is feasible!
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Want to participate? Start by writing a signal!
※ If you excel at data or have a set of indicators that have never had a place to run, try adding them to the swarm.
※ If you are a project team wanting your pool to be more active, you can also bring Theoriq's agents in.
This is an agent-assemblable financial system, currently at a time when builders are best positioned to get involved!

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