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PulseReporter > Blog > Tech > GenLayer presents novel strategy for AI agent transactions: getting a number of LLMs to vote on an acceptable contract
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GenLayer presents novel strategy for AI agent transactions: getting a number of LLMs to vote on an acceptable contract

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Last updated: March 11, 2025 12:36 am
Pulse Reporter 2 months ago
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GenLayer presents novel strategy for AI agent transactions: getting a number of LLMs to vote on an acceptable 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 are able to inform, only a few individuals 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” element to the AI agent economic system.

GenLayer’s thought is a blockchain-powered infrastructure that enables 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.

Methods to make AI brokers reliable to folks — and to 1 one other

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

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

Albert Castellana, CEO of YaegerAI

“Even in a scenario the place you’ve gotten brokers that may do commerce between themselves, how do they belief one another?” Castellana mentioned in a latest interview with VentureBeat. “AI doesn’t sleep, AI works globally, AI can’t go to jail. The authorized system can have an enormous difficulty coping with that kind of scenario.”

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

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

GenLayer needs to improve sensible contracts into “clever contracts” — extra versatile, AI-powered agreements that perform very similar to human contracts.

Not like conventional blockchains that require exterior oracles to entry off-chain knowledge, GenLayer integrates AI straight on the protocol degree. Clever contracts can natively fetch stay internet knowledge, course of pure language inputs and cause 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 connect with the skin world, they will’t perceive unstructured knowledge. However AI wants contracts which are rather 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 court docket system for the way forward for commerce.”

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

How GenLayer’s strategy 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 stay internet knowledge.
  • 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 through the use of decentralized decision-making.
  • On-chain and off-chain interoperability: The power to attach sensible contracts with real-world knowledge and web sources.
  • ZKsync integration: Scalability, low prices and Ethereum-level safety.

On the coronary heart of GenLayer is “optimistic democracy,” an enhanced delegated proof of stake (dPoS) mannequin that integrates AI straight into blockchain validation. As a substitute of counting on deterministic logic, validators connect with LLMs to course of pure language, interpret knowledge and execute advanced selections on-chain.

When a transaction is submitted:

  1. A pacesetter 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 somewhat than a single entity’s judgment.

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

The strategy is described in a whitepaper revealed by GenLayer’s three co-founders — Castellana, José María Lago and Edgars Nemše. Yow will discover it embedded beneath.

Why GenLayer thinks its second has arrived

The race to create autonomous AI companies is accelerating. Corporations 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 watch for attorneys,” Castellana emphasised. “If we would like AI to take part within the economic system, we want infrastructure that matches its velocity.”

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

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

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

This strategy ensures that AI-driven transactions stay quick, low-cost and self-sustaining. Moreover, GenLayer’s token-based staking mannequin aligns incentives by rewarding trustworthy validators and penalizing unhealthy actors by way 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 the place funds are performance-based.
  • Decentralized finance purposes that use AI for commerce execution.
  • Autonomous decentralized autonomous organizations (DAOs) that modify governance based mostly on real-time group suggestions.
  • AI-powered insurance coverage and lending that adapt phrases based mostly on exterior danger components.

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

The AI economic 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 world AI commerce,” mentioned Castellana. “That is about enabling AI to work collectively, not simply quicker, however with belief.”

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