Toptal Launches ExpertCrowd to Train AI with Vetted Domain Experts, Releases Frontier SWE Benchmark

13.10.2026

SAN FRANCISCO, Oct. 13, 2026 /PRNewswire/ -- Toptal, the world's largest talent network of highly skilled domain experts, today announced the launch of ExpertCrowd, a platform for training and improving AI models and systems through RLHF, RL data generation, data labeling, and model evaluation. ExpertCrowd combines its advanced platform for AI model development and testing with Toptal's global network of specialized talent to help frontier AI labs, innovative enterprises, and fast-growing startups build more accurate and capable AI models and systems.

The platform enables organizations to move beyond generalized crowdsourcing and data annotation and apply highly specialized human judgment to develop and improve AI applications and models across industries including financial services, healthcare, legal, biotechnology, cybersecurity, and more. ExpertCrowd is powered by Toptal's global talent network, with more than 30,000 specialized domain experts across 140+ countries, including more than 2,000 AI and big data specialists, 12,000 professionals with advanced degrees, and 1,000 PhD-level AI specialists, available on demand.

ExpertCrowd matches thousands of specialized experts to AI alignment and training projects instantaneously, enabling organizations to rapidly scale such projects with confidence. Its AI-driven sourcing engine was developed in-house by Toptal's AI research team, composed of more than a dozen PhDs and researchers from leading institutions such as Harvard, EPFL, and the University of Liège, using 15 years of Toptal's proprietary data in sourcing, screening, and matching highly skilled domain experts.

Offering multimodal annotation with customizable workflows and live project tracking, ExpertCrowd provides real-time progress updates as domain experts do the actual work. AI researchers applying GRPO, PPO, and other RL techniques have leveraged ExpertCrowd's platform to further the development of their AI models and systems.

Prior to today's official launch, ExpertCrowd generated over $5 million in recurring revenue from work with frontier and neo labs, as well as companies including Scale AI, Sterling Labs, Vetto, and other innovative startups that service frontier labs.

As part of the launch, ExpertCrowd has developed and published the ExpertCrowd-SWE benchmark, which evaluates SOTA AI coding agents on previously unseen issues. The ExpertCrowd-SWE benchmark exposes the most significant deficiencies in model capability relative to any other currently published SWE benchmark. ExpertCrowd-SWE spans 87 codebases in 11 programming languages. Engineers from Toptal's talent network led the development of this benchmark and authored every task as well as each grading rubric. Researchers, including several PhDs in various areas of artificial intelligence from Toptal's AI team, reviewed and assessed the benchmark's methodology and results.

"The fact that our SWE benchmark results expose the most deficiencies relative to any other published benchmark on leading models such as Opus 5.5 and Fable 5.1 demonstrates our ability to push frontier AI forward," said Taso Du Val, founder and CEO of Toptal.

"Developing frontier AI models requires more than just powerful compute. It requires specialized human expertise to train, evaluate, and continuously improve these models. ExpertCrowd brings together the technology and domain expertise required to build and train AI models and systems for executing complex, real-world tasks with precision."

About Toptal

Toptal is the world's largest talent network of highly skilled domain experts, connecting businesses with the top 3% of freelance talent on demand. Toptal was ranked the #1 Most Reliable Professional Services Company in America by Newsweek and Statista, based on an independent survey of more than 2,400 decision-makers at Fortune 500s. Founded in 2010, Toptal has served more than 35,000 clients across more than 140 countries. For more information, please visit Toptal.com.

Contact

Luiz Baia

SVP of Marketing Strategy

luiz.baia@toptal.com

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Mutmassliche Brandstiftung in Baar: Sachschaden von mehreren hunderttausend Franken

08.10.2026

Nach dem nächtlichen Grossbrand an der Ruessenstrasse in Baar im Kanton Zug gehen die Strafuntersuchungsbehörden von vorsätzlicher Brandlegung aus. Mehrere Fahrzeuge waren am späten Abend des 28. September in Flammen aufgegangen und vollständig ausgebrannt. Die Ermittler stufen Brandstiftung als wahrscheinlichste Ursache ein, wie sie am Donnerstag über die Plattform X mitteilten.

Als die Feuerwehr kurz nach 22 Uhr am Einsatzort eintraf, standen bereits mehrere Autos in Vollbrand. Die Flammen hatten zu diesem Zeitpunkt schon auf ein angrenzendes Geschäftsgebäude übergegriffen. Durch einen raschen und koordinierten Löscheinsatz gelang es den Einsatzkräften, das Feuer unter Kontrolle zu bringen und eine weitere Ausbreitung zu verhindern. Trotzdem entstand ein Sachschaden in der Höhe von mehreren hunderttausend Franken.

Bei den Löscharbeiten wurde ein Feuerwehrmann aus Baar leicht verletzt. Er hatte gemeinsam mit seinen Kollegen versucht, sowohl die brennenden Fahrzeuge als auch das betroffene Geschäftsgebäude zu sichern. Die Feuerwehr konnte Schlimmeres verhindern, doch mehrere Fahrzeuge wurden zerstört und Teile des Gebäudes erheblich beschädigt.

Die Kantonspolizei Zug hat in der Zwischenzeit Ermittlungen zur Täterschaft aufgenommen und wendet sich mit einem Zeugenaufruf an die Öffentlichkeit. Personen, die vor, während oder nach dem Brand im Gebiet rund um die Ruessenstrasse verdächtige Beobachtungen gemacht haben, werden gebeten, sich bei der Polizei zu melden. Hinweise nimmt die Zuger Polizei unter der Telefonnummer 041 595 41 41 entgegen.