{"product_id":"physical-ai-engineering","title":"Physical AI Engineering","description":"\u003cp\u003ePhysical AI is intelligence embedded in real devices — sensors, edge processors, connected products, and factory systems. Techwall bridges 35 years of electronics manufacturing with modern AI engineering so your products don't just connect — they perceive, decide, and act in the physical world.\u003c\/p\u003e\u003cp\u003eSoftware-only AI hits limits when latency, reliability, and safety matter on the factory floor or in the field. Physical AI combines \u003cstrong\u003eedge inference\u003c\/strong\u003e, \u003cstrong\u003esensor fusion\u003c\/strong\u003e, and \u003cstrong\u003ehardware-software co-design\u003c\/strong\u003e so intelligence runs where data is created — not only in the cloud.\u003c\/p\u003e\u003cp\u003eMost consultancies ship models. Most factories ship boards. Techwall does both: from PCB and firmware to agent orchestration and certified mass production.\u003c\/p\u003e","brand":"Tech Wall Electronics","offers":[{"title":"Default Title","offer_id":46494872600712,"sku":null,"price":0.0,"currency_code":"HKD","in_stock":true}],"url":"https:\/\/www.techwall.com.hk\/products\/physical-ai-engineering","provider":"Tech Wall Electronics","version":"1.0","type":"link"}