Intelligence in the physical world¶
Hardware joins algorithms to materials, manufacturing tolerances, reliability and service. A beautiful prototype is the beginning of a supply chain. We follow chips, sensors, robots and autonomous systems through the facilities they need.
Chips and sensing¶
For an AI chip project, prepare the architecture, workload, process choice, toolchain, IP dependencies and software support plan. Separate EDA access, licensed IP, multi-project wafer participation, full mask sets, packaging, testing and characterization. A shared lab or incubator does not automatically pay for a tape-out.
Zhangjiang IC Design Industrial Park and the IC promotion center are initial service routes. In Jiading, the documented SITRI and InnoSpring relationship is relevant to beyond-Moore devices, sensors and pilot production. We ask for equipment, process capability, queue time, sample ownership and a written quotation.
Shanghai Integrated Circuit R&D Center (ICRD) in Zhangjiang supports shared process development and device verification, while Xihe Optic Valley in Jiading incubates scientist-founded optoelectronics, laser and photonic sensing teams. In Fengxian, the Oriental Beauty Valley Life Messenger Gene Drug Base opened in April 2025 to link AI-assisted molecular design with shared wet labs and pilot manufacturing.
Robots and embodied AI¶
Separate the robot foundation model, perception, planning, control and safety architecture from motors, transmissions, tactile sensing, batteries and the mechanical platform. Test the complete system against a named use case. Demonstrations should state payload, cycle time, failure conditions, human intervention and maintenance cost.
Compare Minhang’s research-to-manufacturing connection, Baoshan’s robot industry, Wuning’s testing services and Zhangjiang’s robotics ecosystem. Corporate programs can provide a deployment conversation. They do not replace production qualification, applicable certification or a customer acceptance plan.
Other physical frontiers¶
For drones, begin with a real operating scenario and ask Jinshan’s UAV route about test services and applicable operating permissions. For brain-computer interfaces and medical devices, separate exploratory research from regulated product development. For AI-enabled biology, confirm biosafety, instrument availability, sample handling and clinical access before renting a lab.
Our hardware application pack adds a bill of materials, costed engineering milestones, manufacturing partner plan, test fixtures, reliability plan and a working demonstration. We identify what the incubator can actually supply and what the team must buy elsewhere.
Evidence S006. 市科委、嘉定区联合调研高质量孵化器建设工作.