Stop hand-tuning every voice assistant prompt 🗣️ and learn how Automated Prompt Engineering (APE) can cut iteration time and boost function-calling accuracy. In @heikohotz.bsky.social's latest article, learn how to set up a production-ready AI pipeline that listens to real user queries.

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I just randomly found this book on my bookshelf. It must have been transported there from an alternate timeline. “20 years of research on agents”? Preposterous! We all know that the very idea of software agents has only been invented last year by the LLM folks!

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... until I spent 6hrs writing, debugging, stepping through the debugger of what I thought was a simple app built on that one too. Apparently it is I who am the idiot (and/or writing code with nondeterministic orchestration has more irreducible complexity than I was expecting).

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trying another project with Cursor Agent today this time, i learned about the .cursorrules file. the intended use is to list off rules that Cursor should follow i’m using it a bit differently

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I dunno. LLMs are ubiquitous, they do lie to us (convincingly sometimes) and yet also have a compressed version of the internet inside them. Learning how to ask questions of them critically is definitely something I think they need to be taught how to do, once old enough.

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