# News

[VION Labs](https://vion-labs-v24.priontekai.chatgpt.site/en/news)

News and engineering stories from VION Labs on video and audio analytics, vision-language models, AI assistants and connected hardware.

- [When a camera can explain a scene](https://vion-labs-v24.priontekai.chatgpt.site/read/en/news/camera-scene-understanding.md) — Follow a delivery from the first detection to a verified camera event. Learn where tracking helps, what a VLM can infer and when a person should review the footage.
- [How a sound becomes an event](https://vion-labs-v24.priontekai.chatgpt.site/read/en/news/sound-to-event.md) — Trace a sound from the microphone to an actionable notification. Define a sound class, capture realistic background examples and handle repeated detections.
- [From prototype to device](https://vion-labs-v24.priontekai.chatgpt.site/read/en/news/from-prototype-to-device.md) — How VION Labs approaches a device brief, enclosure and electronics design, prototype assembly and the checks that inform the next hardware revision.
- [A knowledge base for an AI assistant](https://vion-labs-v24.priontekai.chatgpt.site/read/en/news/knowledge-base-for-ai-assistant.md) — Design a document collection for a company AI assistant, from source ownership and access permissions to retrieval and evidence that readers can verify.
- [Video analytics for a specific task](https://vion-labs-v24.priontekai.chatgpt.site/read/en/news/custom-video-analytics.md) — Use a forklift crossing a warehouse zone to define an event, select footage and assess false alarms and missed events before integrating the result.
- [Where should data analysis run?](https://vion-labs-v24.priontekai.chatgpt.site/read/en/news/edge-server-or-cloud.md) — Compare edge, local server and cloud processing through latency, uplink capacity and offline behavior. See how to test a split deployment on a real site.
- [Connecting a device to its services](https://vion-labs-v24.priontekai.chatgpt.site/read/en/news/connecting-devices-and-services.md) — Design the exchange between hardware, an app and the cloud. Define events, confirm commands and reconcile history after a device reconnects.