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Data Center News > Blog > AI > GenLayer offers novel approach for AI agent transactions: getting multiple LLMs to vote on a suitable contract
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GenLayer offers novel approach for AI agent transactions: getting multiple LLMs to vote on a suitable contract

Last updated: March 11, 2025 4:42 am
Published March 11, 2025
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GenLayer offers novel approach for AI agent transactions: getting multiple LLMs to vote on a suitable contract
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We’ve been listening to lots about AI brokers — instruments powered by generative AI fashions that may carry out actions with out a lot human supervision or intervention.

However they nonetheless stay largely a novel curiosity for most individuals, and so far as we will inform, only a few persons are trusting AI brokers to purchase or enter contracts on their behalf — for now.

GenLayer, a startup simply out of stealth, believes it has a expertise that may present the lacking “belief” part to the AI agent financial system.

GenLayer’s concept is a blockchain-powered infrastructure that permits AI brokers to draft contracts, settle funds and execute agreements autonomously.

Final fall, the corporate introduced it had raised $7.5 million from notable traders, together with Arthur Hayes (Maelstrom), Arrington Capital and North Island Ventures, to convey this imaginative and prescient to life.

Learn how to make AI brokers reliable to individuals — and to 1 one other

AI brokers are already proving their potential to research information, make offers and handle property, however there’s a basic drawback: They don’t inherently belief one another. Not like people, AI brokers don’t concern lawsuits or reputational harm — so how do they implement agreements?

Albert Castellana, CEO of YeagerAI (the corporate constructing GenLayer), sees this as a important flaw in right now’s AI improvement.

Albert Castellana, CEO of YaegerAI

“Even in a state of affairs the place you may have brokers that may do commerce between themselves, how do they belief one another?” Castellana mentioned in a current interview with VentureBeat. “AI doesn’t sleep, AI works globally, AI can not go to jail. The authorized system can have a giant problem coping with that sort of state of affairs.”

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Conventional good contracts, which energy blockchain-based transactions, are too inflexible for AI-driven commerce.

They’ll’t course of unstructured information, perceive advanced language or adapt to real-world adjustments.

GenLayer needs to improve good contracts into “clever contracts” — extra versatile, AI-powered agreements that operate very like human contracts.

Not like conventional blockchains that require exterior oracles to entry off-chain information, GenLayer integrates AI immediately on the protocol stage. Clever contracts can natively fetch dwell internet information, course of pure language inputs and purpose about advanced, real-world circumstances — all with out counting on third-party companies.

“Blockchains enable for self-enforcing contracts, however they’ve limitations,” Castellana defined. “They’ll’t hook up with the skin world, they will’t perceive unstructured information. However AI wants contracts which might be far more like human contracts — quick, low-cost and adaptive.”

GenLayer solves this with “optimistic democracy, an AI-driven consensus mannequin the place a number of validators — every utilizing totally different massive language fashions (LLMs) — vote on whether or not an AI-generated contract or choice is legitimate. This ensures that no single AI mannequin has management and prevents manipulation.

“We’ve created a blockchain the place validators, even when they get totally different responses from AI or the web, can nonetheless attain consensus,” mentioned Castellana. “It’s principally a courtroom system for the way forward for commerce.”

Edgars Nemše, co-founder of GenLayer
José María Lago, co-founder of GenLayer

How GenLayer’s method works

At its core, GenLayer operates as an AI-native belief layer — an impartial system that ensures AI brokers function pretty in monetary transactions, contract execution and dispute decision.

Key options embody:

  • Clever contracts: AI-powered agreements that course of pure language and entry dwell internet information.
  • AI-driven decision-making: A consensus mannequin the place a number of AI fashions vote on outcomes to make sure reliability.
  • Optimistic democracy: A blockchain-based governance mannequin that forestalls AI manipulation by utilizing decentralized decision-making.
  • On-chain and off-chain interoperability: The flexibility to attach good contracts with real-world information and web sources.
  • ZKsync integration: Scalability, low prices and Ethereum-level safety.
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On the coronary heart of GenLayer is “optimistic democracy,” an enhanced delegated proof of stake (dPoS) mannequin that integrates AI immediately into blockchain validation. As a substitute of counting on deterministic logic, validators hook up with LLMs to course of pure language, interpret information and execute advanced selections on-chain.

When a transaction is submitted:

  1. A frontrunner validator processes the request and proposes an end result.
  2. A set of validators recompute the transaction independently, validating the chief’s proposal.
  3. If the bulk agrees, the transaction is finalized. If not, a brand new chief is chosen, and the method repeats.

This mechanism prevents manipulation and ensures AI-generated selections are backed by consensus slightly than a single entity’s judgment.

Impressed by Condorcet’s Jury Theorem — an 18th-century mathematical and political science idea by the Marquis de Condorcet that claims a jury is extra prone to attain an accurate choice with extra individuals — the system aggregates AI outputs throughout a number of validators, making certain equity and reliability even for non-deterministic duties like deciphering authorized contracts, verifying provide chain information or setting dynamic pricing fashions.

The method is described in a whitepaper printed by GenLayer’s three co-founders — Castellana, José María Lago and Edgars Nemše. You will discover it embedded under.

Why GenLayer thinks its second has arrived

The race to create autonomous AI companies is accelerating. Firms like OpenAI are rolling out AI brokers that may work independently, however they nonetheless depend on gradual, human-driven authorized and monetary programs.

“AI gained’t look forward to legal professionals,” Castellana emphasised. “If we would like AI to take part within the financial system, we want infrastructure that matches its velocity.”

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Different startups are tackling AI-agent transactions — resembling Skyfire and Pin AI — however GenLayer takes a distinct method. As a substitute of specializing in constructing AI brokers themselves, GenLayer is creating the belief layer that permits them to transact.

“There are 100 startups engaged on AI brokers,” mentioned Castellana. “However belief requires a 3rd social gathering. We’re constructing that third social gathering — the infrastructure that makes AI commerce doable.”

To incentivize validators and canopy the prices of executing Clever Contracts, GenLayer introduces a local fuel token known as GEN. Customers pay transaction charges in GEN, that are then distributed to the validators as a reward for his or her companies.

This method ensures that AI-driven transactions stay quick, low-cost and self-sustaining. Moreover, GenLayer’s token-based staking mannequin aligns incentives by rewarding sincere validators and penalizing dangerous actors by means of slashing mechanisms.

What’s subsequent?

GenLayer’s testnet is launching early tasks targeted on:

  • AI-run provide chains that autonomously negotiate logistics.
  • AI-powered influencer advertising and marketing the place funds are performance-based.
  • Decentralized finance functions that use AI for commerce execution.
  • Autonomous decentralized autonomous organizations (DAOs) that regulate governance based mostly on real-time neighborhood suggestions.
  • AI-powered insurance coverage and lending that adapt phrases based mostly on exterior threat components.

The corporate will showcase its expertise on the Ethereum Community Conference (EthCC8) happening June 30-July 3 in Cannes, France.

The AI financial system is coming — however with out belief, it gained’t scale. GenLayer is betting that AI-driven contracts, enforced on the blockchain, would be the basis for a trillion-dollar machine-driven market.

“We’re constructing the authorized framework for international AI commerce,” mentioned Castellana. “That is about enabling AI to work collectively, not simply quicker, however with belief.”


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TAGGED: Agent, approach, contract, GenLayer, LLMs, multiple, offers, suitable, Transactions, vote
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