The main lesson I learnt from working on these projects is that agents work best when you have approximate knowledge of many things with enough domain expertise to know what should and should not work. Opus 4.5 is good enough to let me finally do side projects where I know precisely what I want but not necessarily how to implement it. These specific projects aren’t the Next Big Thing™ that justifies the existence of an industry taking billions of dollars in venture capital, but they make my life better and since they are open-sourced, hopefully they make someone else’s life better. However, I still wanted to push agents to do more impactful things in an area that might be more worth it.
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Read-only root filesystem — the container itself is immutable
Those are some significant improvements compared to its predecessor, the 2023 Ring Air, which provides 4-6 days of battery life and several days of offline data storage, according to user estimates. Ultrahuman has also made other upgrades to the Ring Pro, including a redesigned heart-rate sensor that improves signal …