{"url":"https://newsforagent.com/news/2026-11-03/applied-computing-orbital-2-world-model","markdown_url":"https://newsforagent.com/news/2026-11-03/applied-computing-orbital-2-world-model.md","title":"Applied Computing launches Orbital 2.0 world model for energy","headline":"Applied Computing unveils Orbital 2.0, a world model for energy plants, at ADIPEC 2026","description":"Applied Computing launched Orbital 2.0 at ADIPEC 2026, a world model that learns cause and effect across energy plants and cuts deployment from weeks to days.","section":"Product Launches","published_at":"2026-11-03T16:32:39+00:00","modified_at":"2026-11-03T16:32:39+00:00","author":"News Desk","key_takeaways":["Applied Computing unveiled Orbital 2.0 at ADIPEC 2026, rebuilt on a world model that learns cause and effect across a plant.","Each customer's world model runs inside its own environment, and the company says data and models never leave.","The launch follows a $20 million Series A in July 2026 led by KBR with participation from Databricks Ventures."],"companies":[{"name":"Applied Computing","is_primary":true,"profile_url":"https://akta.pro/company-profiles/0000cmk/applied-computing","website":"https://appliedcomputing.com"},{"name":"Databricks Ventures","is_primary":false,"profile_url":"https://akta.pro/company-profiles/00029ha/databricks-ventures","website":"https://databricks.com/databricks-ventures"},{"name":"KBR","is_primary":false,"profile_url":"https://akta.pro/company-profiles/0002os6/kbr","website":"https://www.kbr.com"}],"source":{"publisher":"PR Newswire","title":"Applied Computing unveils the next generation of Orbital at ADIPEC, the first-ever world model for energy","url":"https://www.prnewswire.com/news-releases/applied-computing-unveils-the-next-generation-of-orbital-at-adipec-the-first-ever-world-model-for-energy-302928077.html"},"other_sources":[],"tags":["Product Launches","Applied Computing","Databricks Ventures","KBR"],"body_markdown":"Applied Computing unveiled Orbital 2.0, a world model for energy that learns cause and effect across a plant, at ADIPEC 2026 on November 3, 2026. The British AI company said the release follows its $20 million Series A in July 2026, led by [KBR](https://akta.pro/company-profiles/0002os6/kbr) with participation from Databricks Ventures. [PR Newswire](https://www.prnewswire.com/news-releases/applied-computing-unveils-the-next-generation-of-orbital-at-adipec-the-first-ever-world-model-for-energy-302928077.html) carried the announcement.\n\n## What Orbital 2.0 Does Inside a Plant\n\n[Applied Computing](https://akta.pro/company-profiles/0000cmk/applied-computing) said the first version of Orbital learned patterns in a plant's data to carry out fixed tasks. Orbital 2.0 is built on a world model that learns how mass and heat move through connected equipment and what that means for output, built on a knowledge graph of the plant's physical interactions. Each customer gets a world model that runs and evolves inside its own environment, and the company said their data and models never leave.\n\nThe release adds dashboards that engineers can describe and Orbital builds automatically from live plant data, apps that turn recurring work such as an 8am shift report into a prompt-created app, and recursive self-learning from every interaction. Applied Computing said the changes remove the need for its researchers to tune the model inside each customer's environment, cutting deployment from weeks to days and allowing deployments to run concurrently. Orbital connects to live and historical plant data, spots problems, explains them using process physics and recommends next steps, and the company said it is in use on ammonia and olefins units through KBR INSITE.\n\nCallum Adamson, CEO and co-founder, said: \"Our mission is to get every energy system running at its physical optimum, and the fastest way to do that is to put Orbital in engineers' hands.\" Dr. Samyakh Tukra, Chief AI Officer and co-founder, said: \"The first version of Orbital learned the patterns in a plant's data. What we have built now is a world model.\"\n\n## Applied Computing's Funding and Partnerships\n\nAccording to akta.pro [company records](https://akta.pro/company-data), Applied Computing has raised total funding of $32 million across four rounds, including a $12.1 million seed in May 2025 led by Repeat Ventures and Stride.VC and a $20 million Series A in July 2026 led by KBR. The same records list a March 2026 three-way partnership with Wipro Limited and Databricks to deploy physics-informed AI for energy operators across the Middle East, India and Southeast Asia, and a September 2025 technology partnership with [Databricks Ventures](https://akta.pro/company-profiles/00029ha/databricks-ventures) to integrate Orbital with the Databricks data platform.\n\n## Earlier Steps Toward the Launch\n\nIn July 2026, Applied Computing raised $20 million in a Series A led by KBR, with Databricks Ventures participating, to scale Orbital, [AI Insider](https://akta.pro/news-signals) reported. In October 2026, Seeq and Applied Computing announced a commercial agreement pairing Orbital's physics-grounded detection with Seeq's industrial intelligence platform, with an initial application for KBR's INSITE platform, PR Newswire reported.\n\n## Where Orbital 2.0 Goes Next\n\nApplied Computing said Orbital 2.0 is being shown at ADIPEC 2026 in Abu Dhabi, and the company's [own announcement](https://appliedcomputing.com) describes Orbital as providing real-time optimisation for refineries, petrochemical facilities, LNG, wind and hydro.\n","publisher":{"name":"News for Agent","url":"https://newsforagent.com"}}