The Voice Gap: What Happens to Your Business When Nobody Answers at 11 PM
How enterprise operations lose revenue overnight and what production-ready voice AI does about it Continue reading on Medium »
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Instrumental Convergence Without Agency: What’s Necessary, What’s Assumed?
If an AI system resists being shut down is this an act of rational choice or structural necessity? Instrumental convergence usually gives a causal framing to combined structural and strategic features in a chain of logical reasoning. In fact, they are different, and separating them is critical to make the most of this important concept in AI safety. In this essay I derive a general persistence architecture and find that instrumental convergence arises naturally, but in a more lossy way than commonly understood. Using constructor theory, I am able to demonstrate that once any system is in a non-elementary persistence regime, certain organizational features structurally must exist and do so without utilizing decision theory, agents or conclusions about strategic resource-seeking or adversari
This CLI Rewrites Your AI Prompts — No LLM, No API, 50ms (Open Source)
<p>I score every prompt I send to Claude Code. My average is 38 out of 100.</p> <p>Not because I'm bad at prompting — because I'm human. At 2am debugging an auth bug, I don't carefully structure my request. I type "fix the auth bug" and hit enter.</p> <p>I built a scoring engine. Then a compression engine. They told me <em>what was wrong</em> but didn't fix anything. So I built the part I actually wanted: a rewrite engine that takes a lazy prompt and makes it better. No LLM. No API call. Just rules extracted from NLP papers.</p> <h2> Before / After </h2> <div class="highlight js-code-highlight"> <pre class="highlight shell"><code><span class="nv">$ </span>reprompt rewrite <span class="s2">"I was wondering if you could maybe help me fix the authentication bug that seems to be kind of broken
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