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.
The writer has a simple interface: write(), writev() for batched writes, end() to signal completion, and abort() for errors. That's essentially it.
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Source: Computational Materials Science, Volume 267
The Daily Show host unpacked Trump's speech including his visceral, gory descriptions — "Oh my god, the violence. Was this a State of the Union speech or a Quentin Tarantino movie?" — and his dramatic reaction when Democrats didn't stand to applaud him.