firms like starship technologies have even run on—street pilots before but 2021 brings unprecedentedivery but now because of covid, and in agriculture because of brexit, we're seeing the market looking for solutions. but, berry picking prototypes like this won't be the first to scale. running from the field to the pack house and back and collecting new trays, loading punnets on trays, kind of tasks where you could have a robot doing that. so what needs to happen first? you have very large test groups and you build up an assurance that the likelihood of something going wrong is minuscule. an area with other growing risks is cybersecurity. on your smartphone, app developers can build in tools taking advantage of the device's operating system to make the app safer. but that's not the case across the board. there are other systems that we rely on, whether that's automotive or medical or your smart city functions, that end up building every component themselves. we all can't be experts at everything, so this is the year that they recognise that it's hard to do everything yourself. a shift