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Wednesday, March 4, 2026

GenLayer presents novel method for AI agent transactions: getting a number of LLMs to vote on an appropriate contract


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We’ve been listening to so much 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 know-how that may present the lacking “belief” element to the AI agent financial 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 carry this imaginative and prescient to life.

Easy methods to make AI brokers reliable to individuals — and to at least one one other

AI brokers are already proving their capacity to investigate knowledge, make offers and handle belongings, however there’s a elementary downside: 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 essential flaw in right now’s AI improvement.

Albert Castellana, CEO of YaegerAI

“Even in a state of affairs the place you could 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’t go to jail. The authorized system may have an enormous concern coping with that kind of state of affairs.”

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

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

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

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

“Blockchains permit for self-enforcing contracts, however they’ve limitations,” Castellana defined. “They’ll’t connect with the surface world, they’ll’t perceive unstructured knowledge. However AI wants contracts which might be way 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.”

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 embrace:

  • Clever contracts: AI-powered agreements that course of pure language and entry dwell 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 stops AI manipulation by utilizing decentralized decision-making.
  • On-chain and off-chain interoperability: The flexibility to attach good 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 an alternative of counting on deterministic logic, validators connect with LLMs to course of pure language, interpret knowledge and execute complicated choices on-chain.

When a transaction is submitted:

  1. A pacesetter validator processes the request and proposes an consequence.
  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 choices are backed by consensus fairly 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 more likely 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 decoding authorized contracts, verifying provide chain knowledge or setting dynamic pricing fashions.

The method 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 sluggish, human-driven authorized and monetary techniques.

“AI received’t look forward to attorneys,” Castellana emphasised. “If we would like AI to take part within the financial system, we want infrastructure that matches its pace.”

Different startups are tackling AI-agent transactions — similar to Skyfire and Pin AI — however GenLayer takes a distinct method. As an alternative 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 social gathering. We’re constructing that third social gathering — the infrastructure that makes AI commerce attainable.”

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 trustworthy validators and penalizing dangerous actors via 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 alter 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 know-how on the Ethereum Group Convention (EthCC8) happening June 30-July 3 in Cannes, France.

The AI financial system is coming — however with out belief, it received’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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