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

View original content to download multimedia:https://www.prnewswire.co.uk/news-releases/toptal-launches-expertcrowd-to-train-ai-with-vetted-domain-experts-releases-frontier-swe-benchmark-302907298.html

Die Berliner Linken-Politikerin Elif Eralp geht juristisch gegen Bundesinnenminister Alexander Dobrindt (CSU) vor. Eralp und ihr Berliner Landesverband haben nach Angaben ihres Rechtsbeistands Strafanzeige beziehungsweise Strafantrag gegen den Minister gestellt. Hintergrund ist eine Passage in der ZDF-Talkshow „Maybrit Illner“, in der sich die Moderatorin versprochen und Eralp in einem Satz fälschlich als Antisemitin bezeichnet hatte, bevor sie sich sofort korrigierte. Dobrindt kommentierte diese Szene mit den Worten „Na doch“.

Aus Sicht des von Eralp mandatierten Anwalts Jasper Prigge macht sich der Minister damit den Versprecher der Moderatorin zu eigen. In einem Schriftsatz, der mehreren Medien vorliegt, heißt es, Dobrindt stelle durch seine Einlassung eine Tatsachenbehauptung auf, die den Tatbestand der üblen Nachrede erfülle. Zudem liege eine Beleidigung vor, weil die Bezeichnung als Antisemitin „in erheblichem Maße ehrabträglich“ sei. Eralp habe sich nach Darstellung ihres Anwalts selbst nie in einer Weise geäußert, die als antisemitisch zu bezeichnen wäre, vielmehr trete sie öffentlich für den Schutz jüdischen Lebens ein.

Der Anwalt spricht von einer „Falschbehauptung des Innenministers“. Die Äußerung im Fernsehen sei geeignet, das öffentliche Wirken der Berliner Spitzenpolitikerin erheblich zu erschweren. In dem Schriftsatz wird darauf verwiesen, dass die Verbreitung des Eindrucks, Eralp würde selbst sagen, sie sei Antisemitin, ihre Integrität als politische Amtsträgerin infrage stellen und damit auch Auswirkungen auf politische Prozesse in Berlin haben könne. Eralp ist Spitzenkandidatin der Linken für das Rote Rathaus.

Die Auseinandersetzung hatte sich in der ZDF-Sendung an einem Schlagabtausch zwischen Dobrindt und der Linken-Bundestagsfraktionschefin Heidi Reichinnek entzündet. Während der Debatte unterlief Moderatorin Maybrit Illner der Versprecher, sie korrigierte sich jedoch unmittelbar mit dem Hinweis, Eralp sei „keine Antisemitin“. Dobrindts anschließender Kommentar bildet nun den Kern des juristischen Streits. Zu möglichen weiteren Schritten der Strafverfolgungsbehörden und einer Reaktion des Bundesinnenministers lagen zunächst keine näheren Angaben vor.