Mecka, an organization constructing information infrastructure for robotic studying, introduced on October 7, 2026, that it has raised a $60 million Collection B led by Sequoia Capital. New traders within the spherical embrace NVIDIA, Qualcomm Ventures, Samsung and M12, Microsoft’s enterprise fund, the corporate mentioned, with continued assist from Kindred, Framework Ventures and Neo.
Angel traders taking part embrace DoorDash founder and CEO Tony Xu, former ServiceNow and Snowflake CEO Frank Slootman, and former Tesla Optimus head Milan Kovac, based on the corporate. Mecka mentioned the capital scales its information infrastructure, deepens its inner analysis lab, and builds out business robotic deployment, work the corporate describes as the information and deployment layer for robotics.
The corporate’s thesis is that what robots lack is expertise. Nobody ever wrote down how a hand grips, folds or pours, how exhausting to press, or when to let go. “Movement, contact, power and geometry aren’t on the web. You possibly can’t scrape them, license them or purchase them,” the corporate wrote in its Collection B announcement. Mecka describes that hole as the largest bottleneck in robotics, calls robotics the biggest productiveness alternative forward, and predicts information will turn out to be a trillion-dollar market.
On its web site, the corporate describes a collection of challenges between uncooked exercise and usable coaching information. Actual-world duties are noisy, so fashions want large-scale edge instances and task-specific demonstrations to generalize. Uncooked video is just not sufficient: groups want annotation, context, high quality assurance, movement understanding and analysis workflows earlier than real-world exercise turns into helpful coaching information. Lastly, the lab is just not the end line: robotic programs have to be examined towards actual workflows, environments and constraints earlier than they will work within the area.
The Seize and Analysis Stack
Mecka mentioned that to digitize the bodily world it needed to construct all the stack: seize {hardware}, reconstruction fashions and high quality infrastructure. The corporate designs and manufactures its personal multi-sensor {hardware} for every sign class, with sensor choice and synchronization pushed by what its fashions want downstream. It runs a world manufacturing operation, with seize fleets recording human demonstration in houses and business environments.
An inner lab builds the pc imaginative and prescient and multimodal fashions that flip uncooked, noisy actuality into structured sign, overlaying movement monitoring, 3D reconstruction and sensor alignment. The corporate stories state-of-the-art sub-centimeter hand-pose accuracy on in-the-wild information.
The corporate’s web site lists sign and motion primitives, modules it describes as methods of capturing or interacting with bodily actuality: pixel understanding, depth and geometry, object monitoring, segmentation, tactile power, sound waves, pace and movement, level cloud, floor contour, and localization. Mecka additionally provides an iOS app for capturing environment- and task-specific information, plus internet instruments for looking, visualizing and querying information, collaborating on datasets with groups, and operating inference APIs.
The EgoVerse Dataset and Switch Examine
Mecka mentioned it examined its guess on real-world human demonstration with researchers at Georgia Tech, Stanford, UC San Diego, ETH Zürich, MIT and Meta via EgoVerse, a human-to-robot switch research replicated throughout labs, duties and robots. The EgoVerse paper, first submitted on April 8, 2026, and final revised on July 7, 2026, describes a collaborative platform that unifies information assortment, processing and entry beneath a shared framework, enabling contributions from particular person researchers, tutorial labs and business companions.
The paper’s present launch consists of 1,362 hours of human demonstrations throughout 80k episodes, spanning 1,965 duties, 240 scenes and a couple of,087 distinctive demonstrators, with standardized codecs, manipulation-relevant annotations and tooling for downstream studying. Mecka’s FAQ describes EgoVerse as its large-scale human interplay dataset, constructed from real-world first-person exercise throughout duties, areas and environments.
Past the dataset, the authors carried out a large-scale research of human-to-robot switch, with experiments replicated throughout a number of labs, duties and robotic embodiments beneath shared protocols. The paper stories that coverage efficiency typically improves with elevated human information, however that efficient scaling relies on alignment between human information and robotic studying targets. The creator listing consists of Josh Gao and Jason Chong.
Clients, Income and the Integrator Mannequin
Mecka mentioned it provides a number of of the highest frontier robotics labs and a number of Magazine 7 firms. The corporate mentioned it surpassed $100 million in run-rate income in June 2026, inside only some months of operations, and initiatives a $300 million run charge by the top of the 12 months.
The identical stack powers the corporate’s business deployments. Mecka describes itself as a contemporary robotics integrator: the place a conventional integration ships as soon as and stays fastened, its deployments seize information on website, post-train on it, and enhance with each hour they run, based on the corporate. For enterprises that need bodily AI however haven’t any robotics staff, Mecka mentioned it brings the {hardware}, information seize, post-training, integration and ongoing operations. Its FAQ states that Mecka doesn’t construct robots; as a substitute it plugs into the {hardware}, mannequin and business ecosystems and owns the information, integration and analysis layer between them, an association the corporate calls the Mecka Loop.
Mecka mentioned the financing lets it construct extra information sooner: extra devices, deeper analysis, and robots deployed the place the work is. The announcement is signed by Josh, Jason and the Mecka staff, and the corporate mentioned it’s hiring throughout analysis, {hardware} and operations.
