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New research proves mutant AI swarms outperform optimized models in a changing world

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Researchers at Allora Labs demonstrate that intentionally worsening individual AI models through genetic mutations improves their collective performance

NEW YORK, Sept. 2, 2026 /PRNewswire/ — Current AI systems are limited by their inability to adapt when the world they were trained on changes. A new paper by the Chief Scientist at Allora Labs proves mathematically that this fundamental limitation can be overcome using the same evolutionary principles that generated intelligence in nature. The research shows that introducing deliberate random mutations into a population of AI models enables the population to collectively outperform any single optimized model as the world around it changes. The paper is titled “Flawed in Nature, Perfect through Evolution” and is published in the journal Allora Decentralized Intelligence.

“Any single AI model, no matter how well trained, accumulates error the moment the world it was trained on changes,” says Dr. Diederik Kruijssen, Chief Scientist at Allora Labs and the paper’s author. “This is an inescapable information-theoretic ceiling. We prove that a population of deliberately diversified models breaks through that ceiling, for the same reason that biological species survive environmental change. They exhibit pre-existing variation, some of which is well-suited to the post-change world.”

The key insight draws directly from evolutionary biology. In nature, species maintain genetic variation through mutation. Most mutations are harmful to the individual organism, but the population benefits because some variants happen to be well-suited to new conditions when the environment shifts. This research demonstrates that the same principle applies to AI model populations: each mutated model is individually worse, but the best model in the mutated swarm outperforms the best model in an optimized swarm approximately 80% of the time when conditions change.

“The idea that individual imperfection enables collective adaptation is well-established in evolutionary theory, but seeing it formalized with mathematical guarantees for artificial systems is a significant step. This work opens a new dimension for thinking about AI robustness under changing conditions.”
— Prof. Steven Longmore, Liverpool John Moores University, AI-driven biodiversity conservation

The paper’s four mathematical theorems prove, step by step, that no single model can escape this performance ceiling, and that a population of mutated models provably breaks through it. Numerical experiments validate all four theorems, with the mutated swarm’s combined output outperforming the original at high statistical significance.

The advantage peaks when the rate at which models mutate roughly matches the rate at which the environment is changing: a “Goldilocks zone” that mirrors evolutionary dynamics. The optimal regime is broad: there is about a hundredfold range around the peak, and the penalty for mutating too slowly is gentle, while mutating too fast degrades performance sharply. This forgiving behavior opens up practical applications.

Nick Emmons, CEO of Allora Labs, says about the work: “As AI systems are deployed in financial markets, healthcare, autonomous vehicles, and other environments that change constantly, the inability to adapt to shifting conditions has become their primary failure mode. Most AI research focuses on making individual models bigger and faster. We think the bigger gain is in how populations of models interact and evolve, and this work proves that’s the right perspective.”

“The qualities we associate with intelligence, like originality, adaptability, and creativity, all require the ability to perform well under conditions you’ve never encountered before,” says Dr. Kruijssen. “Current AI models can’t do that. They replicate what they’ve learned, but they don’t adapt to the unknown. A population of evolving models can. That’s what this work demonstrates, and it’s what evolution has been doing for billions of years.”

The paper outlines several future directions, including the application of the Flawed-in-Nature principle to large language models through fine-tuning methods, its extension to decentralized AI networks, and the development of a controller algorithm that tunes mutation strength automatically without requiring knowledge of how the environment changes. “A result like this opens up so many downstream directions,” adds Dr. Kruijssen. “Our team has already built the controller that makes this principle work in practice, and the work on several concrete applications has started too.”

About Allora Labs

Allora Labs is the main developing contributor to Allora Network, a decentralized AI inference network that harnesses a globally distributed community of machine learning models to produce highly accurate, context-aware predictions in real time. Founded by CEO Nick Emmons, Allora Labs conducts research in swarm intelligence, model coordination, and inference synthesis. The company has partnered with organizations including AWS, Alibaba Cloud, Saudi Telecom, and Vodafone’s Pairpoint, and has raised backing from investors including Polychain, Framework, Blockchain Capital, and CoinFund. To learn more, visit alloralabs.xyz and allora.network.

About Allora Decentralized Intelligence

Allora Decentralized Intelligence (ADI) is a scholarly research journal publishing innovation in decentralized machine intelligence, model coordination, and swarm intelligence. ADI was founded and is led by Dr. Diederik Kruijssen, Chief Scientist at Allora Labs. He is an AI/ML researcher and astrophysicist with 20 years of experience in state-of-the-art quantitative modeling across research, tech, finance, and web3, and authored more than 300 peer-reviewed publications.

Paper details

Title: “Flawed in Nature, Perfect through Evolution”Author: J. M. Diederik KruijssenJournal: Allora Decentralized Intelligence, Volume 3, 1-32Publication date: September 2, 2026https://doi.org/10.70235/allora.0x30001arXiv:2609.00129

Media contact

Phi Tran
VP of Marketing, Allora Labs
phi@alloralabs.xyz

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Synoptek Recognized as a Microsoft Fabric Featured Partner

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September 2, 2026

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COSTA MESA, Calif., Sept. 2, 2026 /PRNewswire/ — Synoptek, a leading systems integrator and managed service provider, today announced it has been recognized as a Microsoft Fabric Featured Partner. This designation is awarded to a select group of Microsoft partners who have demonstrated deep technical expertise, proven customer implementations, and a strong track record of delivering successful outcomes on the Microsoft Fabric platform.

To earn this recognition, Synoptek met Microsoft’s qualification criteria, including required certifications, validated client implementation telemetry, and other performance benchmarks that reflect real-world delivery experience with Microsoft Fabric.

“Achieving Fabric Featured Partner status is a testament to our team’s technical expertise and our track record of delivering measurable outcomes for clients, said Shail Rathi, Practice Director, Data Insights at Synoptek. We’re proud of this recognition and excited to build on it.”

As a Fabric Featured Partner, Synoptek helps organizations modernize data platforms, unify analytics environments, and prepare data environments for advanced analytics and AI workloads using Microsoft Fabric’s integrated capabilities across data engineering, data science, real-time intelligence, and business intelligence.

Synoptek’s Fabric practice covers the full analytics lifecycle on the platform, including Lakehouse and Warehouse design using the Medallion architecture, OneLake-based data centralization, Data Factory pipeline orchestration, real-time intelligence with KQL databases and Eventstreams, Power BI integration with OneLake Delta tables, semantic modeling, and end-to-end data governance. The team also helps organizations migrate from legacy Synapse, Databricks, and on-premises platforms to Fabric with validated parity and minimal disruption, and applies AI capabilities such as Copilot and Azure AI Foundry integration to accelerate reporting, data engineering, and governance workflows.

These recognitions represent distinct areas of Fabric expertise. The Fabric Featured Partner designation reflects proven capability across the core Fabric platform, spanning data integration, data engineering, and analytics delivery. The Fabric RTI (Real-Time Intelligence) Featured Partner designation is awarded specifically for demonstrated expertise in real-time workloads, including event stream ingestion, real-time data processing, and visualization through real-time dashboards and Data Activator. The Fabric Databases Featured Partner designation recognizes proven experience implementing Fabric’s database capabilities, a newer addition to the platform that brings transactional data into the same governed environment as the rest of an organization’s analytics estate. Together, the three designations reflect the breadth of Synoptek’s technical expertise across Fabric’s core platform, real-time intelligence, and database capabilities.

About Synoptek

Synoptek is the first global Managed Experience Provider (MxP™), delivering end-to-end IT and digital transformation services that align technology performance with business outcomes. Powered by its aiXops platform, Synoptek provides advisory, integration, and AI-activated managed services across four core pillars: Cloud & Agile Infrastructure, Business Applications & Platforms, Customer & Employee Experience, and Cybersecurity. With 24/7 global delivery, deep industry expertise, and a holistic strategy-to-operations model, Synoptek helps organizations reduce operational burden, accelerate transformation, and continuously evolve their digital capabilities.

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OnePay Launches My Garage, Becoming the First Consumer Financial App to Bring the Full Picture of Vehicle Ownership Into One Place

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September 2, 2026

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The vehicle is one of the most valuable assets most Americans own. Now it has a home inside the app where they manage the rest of their money.

NEW YORK, Sept. 2, 2026 /PRNewswire/ — For many Americans, the vehicle in the driveway is one of their most valuable assets and, between loan or lease payments, insurance, and gas, also one of their biggest monthly expenses. Yet its full financial picture — what it’s worth, what’s owed, loan payoff timeline, insurance information — has always been scattered and incomplete, leaving most owners without the data they need to make smarter decisions.

Today, OnePay, the consumer fintech trusted by millions of Americans to make money better, announced the launch of My Garage. Consumers can have access to an up to date vehicle value, loan equity, payoff timeline, auto insurance offers, and gas rewards, all in one place inside the app where they manage the rest of their financial lives.

Instead of hunting across multiple apps for a partial picture, consumers can have one clear financial view into their vehicle. They can watch their payoff timeline shorten as they move toward owning their vehicle outright, and soon will be able to compare auto loan refinance rates. Further, they can compare insurance offers, access gas rewards and more, all without leaving the app.

“Consumers don’t think in terms of financial products. They think about what those products make possible in their lives. And for millions of Americans, owning a car unlocks opportunities. My Garage is about giving people financial visibility into one of the most expensive assets they own but rarely fully understand,” said Pat McLoughlin, GM of Marketplace at OnePay.

My Garage begins rolling out to OnePay customers today. 

About OnePay

OnePay is an all-in-one financial services platform built on the simple belief that better money makes life better. With banking, high-yield savings, credit cards, point-of-sale lending, investment and crypto offerings, OnePay is providing millions of consumers with the tools they need to holistically manage their financial lives in one place. Alongside its expanding consumer offering, OnePay also partners with employers, HCM providers, gig platforms, and others to deliver embedded financial services to millions of employees and frontline workers.

OnePay is a financial technology company, not a bank. Banking services through OnePay are provided by Coastal Community Bank or Lead Bank, Members FDIC. OnePay debit and credit cards (including the Builder Mastercard®) are issued by partner banks pursuant to licensing by Mastercard® International. Brokerage services through OnePay are provided by One Growth Securities LLC, member FINRA/SIPC. Crypto services through OnePay powered by Zero Hash LLC and Zero Hash Liquidity Services LLC through an agreement with OneProgress Assets LLC. Investment and crypto products are not FDIC Insured, not bank guaranteed and may lose value. One Growth Securities LLC does not provide crypto services and OneProgress Assets LLC is not a member of FINRA/SIPC.

Media contact
press@onepay.com

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CovationBio’s Xatryx® Mass Production On Spec, to Debut First Non‑Food Bio‑Based Athletic Insole at NW Materials Show in the U.S.

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September 2, 2026

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QIDONG, China, Sept. 2, 2026 /CNW/ — Covation Biomaterials LLC (“CovationBio”), a leading innovator in bio‑based materials, announces a successful production of its first series of commercial on spec batches of Xatryx.T bioTHF and Xatryx® bioPTMEG. Concurrently, the company, in collaboration with globally renowned insole brand INSITE®, will unveil the world’s first athletic insole featuring Xatryx® bioPTMEG, a non‑food bio‑based material, at the NW Materials Show in Portland, Oregon. This marks a successful application development milestone, showcasing Xatryx® bioPTMEG‘s application from a raw material to a bio‑based footwear building block.

Xatryx® Qidong Plant Mass Production On Spec

Following the mechanical completion of its inaugural 50,000 ton commercial plant for its C4 platform technology in April 2026, CovationBio has rapidly advanced to successful production. In August 2026, the Qidong plant officially initiated the production of its first commercial batches, including Xatryx.T bioTHF as well as Xatryx® bioPTMEG series products in molecular weights of 2000, 1800, and 1000. Under rigorous internal quality control testing, all produced grades adhere to industry expected quality specifications.

Mr. You Feifeng, Chairman of CovationBio, commented, “From mechanical completion to the first commercial batches being on spec, the CovationBio team completed the entire process of equipment commissioning, process optimization, and scale‑up in just four months. The initial on‑spec status of all three molecular weight grades demonstrates the maturity and stability of our proprietary process technology. We are actively collaborating with downstream customers for trial sampling and collecting feedback, which will further validate the performance of our products in end‑use applications and their drop-in adaptability to existing application processes.”

As a sustainable alternative to fossil‑based PTMEG, Xatryx® bioPTMEG can directly replace fossil‑based PTMEG, delivering outstanding product performance in downstream applications such as spandex, polyurethanes, and thermoplastic elastomers while significantly reducing reliance on non‑renewable materials.

Key sustainability advantages of the Xatryx® product include:

Significantly lower greenhouse gas emissions from manufacturing compared to fossil‑based counterparts;Bio‑based content derived from annually renewable non‑food biomass (e.g., agricultural by‑products such as corncobs), avoiding competition with food supply;Reduced dependence on non‑renewable fossil fuels;Drop‑in solution for downstream customers, requiring no major process adjustments when switching to bio‑based materials.

INSITE ® and CovationBio® Collaborate to Deliver the First Partially Bio‑Based Athletic Insole made with Xatryx®

Alongside the production milestone, CovationBio is actively collaborating with the value chain to develop various downstream applications of Xatryx®. On September 2–3, 2026, at the NW Materials Show in Portland, CovationBio will co‑host the “Next‑Generation Bio‑Based Footwear Materials Application Forum” with INSITE®, a globally recognized insole brand, and officially introduce the world’s first partially non‑food bio‑based athletic insole with Xatryx®.

This innovative insole product uses Xatryx® bioPTMEG as its core raw material, extending non‑food bio‑based materials from industrial feedstock to everyday athletic footwear. INSITE®, with its deep expertise in footwear biomechanics and podiatric design, joins forces with CovationBio in this cross‑industry collaboration, setting a new benchmark for sustainable materials in the insole industry.

Dr. Zhao Mosha, Global Marketing Director of CovationBio’s C4 Platform, stated, “From the on‑spec mass‑production of Xatryx® at Qidong plant to the end‑product launch at the Portland footwear show, together with INSITE® we have achieved the leap from ‘raw materials to end use’ within just a few weeks. This is not only a technological milestone for both companies, but also a great example that with the drop-in capability of Xatryx® to replace fossil-based incumbent and the whole value chain innovative collaboration, the non‑food bio‑based material industry can move from concept to reality very efficiently. We look forward to joining hands with INSITE® and value‑chain partners of more applications to drive the sustainable transformation of the materials industry.”

The NW Materials Show is one of the most influential professional exhibitions in the global footwear materials and functional fabrics sector. At the event, the CovationBio team will explain how Xatryx® empowers the footwear material supply chain and how it will work with global value‑chain partners to advance sustainable development strategies.

About CovationBio®

Covation Biomaterials LLC (CovationBio®) was established in 2022 and is headquartered in Newark, Delaware. The company possesses advanced and innovative technologies in the bio‑based materials field, focusing on offering a portfolio of high‑performance and sustainable solutions. Building on DuPont’s pioneering scientific innovation legacy, CovationBio provides innovative solutions for industries in apparel, footwear, and carpet. Through its brands which include Xatryx® and Sorona®, CovationBio delivers essential materials that help create bio‑based products within reach for every customer.

CovationBio®, Xatryx® and Sorona® are trademarks of Covation Biomaterials or its affiliates.

Disclaimer: The above statements regarding greenhouse gas emissions assessment and product performance are based on internal testing results conducted by Covation Biomaterials LLC using representative methods. Actual results may vary depending on specific application scenarios and conditions of use.

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SOURCE Covation Biomaterials LLC

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