Agile BioFoundry’s Industry Day

The first program day examines the move from automated processes toward intelligent, connected systems capable of decision-making, optimization, and adaptive control. Sessions cover programmable cloud laboratory nodes for AI materials and manufacturing, Sandia’s Center for Advanced Manufacturing and Innovation, the Alabama Materials Institute, and an autonomous robotic metallurgist materials innovation platform. The program also connects self-driving and autonomous laboratory efforts associated with the Genesis Mission and Programmable Cloud Laboratories agendas to real-world applications, collaboration, and the future of autonomous manufacturing systems. An industry technology exhibition and demonstrations are included. The second program day explores Internet of Things for Manufacturing (IoTfM) use cases, implementation lessons, standards for connectivity and interoperability, and the future direction of IoTfM. Sessions address OPC UA, digital technologies and digital twins, factory-floor digital transformation, automation and additive manufacturing, manufacturing data, practical industrial IoT, and technologies shaping future factories. The program also includes advanced manufacturing pilot facility tour stations and demonstrations.

The program brings together energy, industrial transformation, and advanced manufacturing, with cross-cutting themes of workforce development, standards, finance, AI and digital transformation, policy, and resilience planning. Roundtables, workshops, and demos are designed to address tradeoffs involving affordability, risk, standardization, and deployment speed. Program tracks include Powering Growth, with sample sessions on data-center power and cooling, new nuclear deployment, solar cost reduction, and scaling geothermal; Industry Reimagined, covering industrial heat electrification, next-generation steel, and EPC project-delivery costs and risks; Next-Gen Manufacturing, addressing hardware investment and bankability, additive manufacturing, and sustainability tradeoffs in product design; and Future Workforce, on nuclear workforce readiness, apprenticeships, and aligning training programs with real projects. Additional sessions are in development in areas including energy storage, fusion, industrial efficiency, critical minerals, and sustainability tradeoffs. The listed sessions are samples and subject to change.

The program includes keynotes, panels, breakouts, and interactive roundtables on steel-industry conditions; fabrication businesses, leadership, and industry outlook; AI and digitization in manufacturing; shop-floor equipment use cases and return on investment; and manufacturing’s economic and financial outlook. Sessions also address profitability, capital investment, business growth, tariffs, steel, leadership development, recruitment, small- and midsize-manufacturer growth, and potential changes to tax policy, OSHA and EPA regulations, and tariffs. Roundtable topics include culture, marketing, AI, and operations.

The workshop covers advancements, challenges, and gaps in flexible hybrid electronics, hybrid electronics, and bio-signal sensing for real-time cognitive and physical state monitoring and augmentation, and includes AI for Metrology (AI4MT) sessions. Day 1, the Innovation Forum, features technical presentations on advances from FlexTech and NBMC. Day 2, Technical Gap Analysis, uses collaborative breakout sessions to examine technology gaps and roadmaps, shape FlexTech and NBMC research priorities, and inform future Request for Proposal directions. Day 3, the AI for Metrology Workshop, explores connecting metrology, failure-analysis, and test data across the semiconductor supply chain. Topics include AI-assisted defect localization and root-cause analysis, non-destructive modalities, targeted physical characterization, chiplets, heterogeneous integration, and advanced packaging. Industry tours at SkyWater Technology and NeoCity Academy are also listed.

Resources for the Future and the Alfred P. Sloan Foundation bring together researchers and stakeholders to examine energy economics, policy, and technology, with an emphasis on connecting research and decision-making. In-person attendance is by invitation only. The program includes an opening discussion on how researchers can collaborate with decision-makers amid changes in the US energy research and policy landscapes. Topical breakout sessions use lightning talks, practitioner reflections, and moderated discussion to cover energy supply chains, energy workforce transitions, industrial decarbonization, and energy system resilience. Other sessions address consumer perspectives on electricity rate design, energy efficiency, vehicle purchases, and energy policy choices; clean-energy research and deployment involving nuclear energy, geothermal technologies, carbon capture, and carbon dioxide removal; and the United States’ position in global clean-energy innovation. Facilitated networking focuses on data access, combining quantitative and qualitative research, reaching new audiences, and building communities of practice. The program also includes participant-nominated breakfast salons and a funders’ panel on emerging energy-system research needs and opportunities for impact.

Under the theme “Chemical Engineering Reimagined,” the meeting covers chemical-engineering research, technologies, and emerging growth areas. Program guides highlight AI and machine learning, climate change, industrial careers, and early-career faculty. The AI and machine-learning program includes sessions on process development; polymer simulation, informatics, and data analytics; data-driven pharmaceutical process controls; AI-enabled process design, scale-up, and workforce readiness; nuclear chemical engineering; manufacturing-system modeling; computational catalysis; digital twins in energy systems; biomass utilization; and data-driven medicine. Featured discussions consider digital transformation, evolving industrial ecosystems, sustainability pressures, and changing workforce expectations, as well as ways to incorporate data science into chemical-engineering curricula, degree programs, certificates, and teaching of statistics and programming. Featured lectures address chemical engineers’ roles amid advances in AI, sustainable energy, and an interconnected global economy, and the use of catalysis to convert biomass, CO2, and end-of-life polymers into fuels, chemicals, and materials. Other lecture themes include carbon circularity, process intensification, renewable hydrogen, and pathways toward net-negative carbon manufacturing.

The program pairs morning plenary sessions with concurrent Technology and Education & Workforce Development tracks. Topics include AI in manufacturing, manufacturers’ problems and needs, building ARM Institute-funded project teams, funding opportunities, and enrollment in manufacturing training programs. Interactive activities cover moving ARM-funded projects from development to factory-floor deployment; communicating technology needs, risks, and value in proposals; developing education and workforce grant proposals; and creating immersive learning experiences for manufacturing careers. Other program elements include project updates, five-minute member pitches on organizational capabilities, problems seeking collaborators, and products or services, and an introduction to the revamped ARM Member Community. Attendance is limited to ARM Institute members.

Presented by the U.S. Department of Energy and the Energy Technology & Environmental Business Association (ETEBA).

The meeting reviews active projects in AFFO’s research, development, and demonstration portfolio. Independent technical experts from industry, academia, DOE National Laboratories, and other federal agencies evaluate project contributions to DOE goals. The meeting also provides an exchange on bioenergy and hydrogen technologies. Reviewer feedback is intended to help AFFO refine its research portfolio, identify shortcomings, and guide future investment decisions related to domestic feedstocks, fuels, and chemicals.