Multimodal models put different demands on vision encoding, prefill and decoding. Separating vision encoding from the other stages can reduce resource contention and help models respond faster, but only for the right workloads. See how EPD disaggregation works, when it helps and what to consider before using it:

Multimodal reasoning has a latency problem. More video frames leads to more waiting. We built Damage Scout with Gemma 4 on Cerebras, running at over 2,300 toks/s, to show what fast multimodal inference unlocks. Damage Scout samples frames from a rental car walkaround, sends them to Gemma 4, gets back structured findings and box coordinates, then renders an annotated damage report in under 6 seconds. Same task. Same frames. A complete different experience powered by Cerebras ⚡️

Enterprise data is inherently multimodal, yet traditional text search leaves valuable insights hidden. Our partnership with @Box changes this by allowing systems to read text and images together. Learn more →

🚛 A Multimodal veteran from the very beginning! Sue Terpilowski of Image Line, has attended every #Multimodal# show since it began. For Sue, the real value is the networking — connecting with people she wouldn’t normally see. Hear more at

👏 Exhibit at #Multimodal27# — the UK’s leading logistics & supply chain event! Meet shippers, manufacturers, freight forwarders, logistics providers & senior decision-makers all under one roof. Generate leads. Build relationships. Raise your profile. 👉

👏 Stand bookings for #Multimodal2027# are open! Multimodal brings together one of the UK's largest audiences of shippers, retailers, manufacturers, freight forwarders, logistics providers and supply chain professionals under one roof Enquire today at