AI's factory era: $380M in raises and a humanoid pilot

Arda: manufacturing software with OpenAI DNA

Arda launched from stealth and announced $230 million in total funding, with Accel co-leading the seed and Series A rounds. Founder Bob McGrew is the former OpenAI Chief Research Officer — the kind of pedigree that explains a $230M stealth exit. The company builds manufacturing software, and Anduril Industries already uses Arda's technology as part of ArsenalOS, its manufacturing software platform. All of this comes from Accel's own podcast, so read the performance claims the way you read any launch announcement: as the investor's and the company's case. McGrew was commissioned as an officer in the Army Reserve in 2025, per the podcast — relevant, given Anduril as a customer. m:…6515

The bet, in Arda's telling, is that manufacturing workflows are software problems waiting for the right interface. The company says assembly instructions that previously took hours now take minutes with its software — a number to verify independently before underwriting it, but a credible enough wedge that an investor is leading with it on launch day. On the podcast, the pitch sits against a U.S. manufacturing sector facing a prolonged labor shortage and a manufacturing share of the economy roughly halved over the last 50 years — the macro backdrop the $230M is being raised against. m:…6515

Eka: teaching robots the language of manipulation

Eka Robotics raised $150 million in a Series A led by Andreessen Horowitz and F-Prime to build a Vision-Force-Action model — a foundation model for dexterous manipulation that treats force as a first-class input. The company trains its models in simulation using reinforcement learning, and says its robots reach 1,500 picks per hour against a 600-pick human benchmark while operating without safety cages. Those numbers are company-reported; the 2.5x claim is the one to watch for in independent testing. m:…6593

The team credentials are doing real work in the pitch: Eka has recruited researchers and engineers from MIT, CMU, Boston Dynamics, and DeepMind, and its seed round was co-led by Obvious Ventures and E14 in May 2025. The announcement is this story's evidence — treat it as the company's case, not an independent measurement. Founder Pulkit Agrawal previously co-founded SafelyYou, an elder-care AI company, before turning to factory floors. m:…6593

Digit gets a real factory job

Agility Robotics and AGCO signed a commercial agreement to advance manufacturing through AI-powered humanoid automation, with a Digit pilot at the farm-equipment maker's Hesston, Kansas facility expected to begin in 2027. The robots will start with parts sorting and stacking plus intelligent placement of totes for storage, with the stated goals of enhancing ergonomic safety and improving operational efficiency. This is a company press release — but the facts that matter are concrete: a signed agreement, a named facility, and a start date. m:…5132

Underneath the pilot is Agility Arc, a cloud-based platform for deploying and managing robot fleets, and Agility says it has accumulated more than 65,000 hours of real-world robot operation. Fleet-management software and banked operating hours are the unglamorous prerequisites for any pilot meant to survive contact with a working factory — that part is my read, not a company claim. The scope also starts deliberately narrow: parts sorting, stacking, and tote placement, before anything grander. m:…5132