# 6.5.3 LLM Debates

### <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLM Debates for more informed decisions</span>

<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Your</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">idea</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">of</span> <span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLM-structured</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">debate</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">with</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">built-in</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">constraints</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">is</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">actually</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">pretty</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">strong</span></span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">for</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">surfacing</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">high-quality</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">arguments</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">efficiently.</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">It</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">would</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">probably</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">produce</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">better</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">discussions</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">than</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">most</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">real</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">open-source</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">projects</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">have</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">today.</span>

<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">But</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">it's</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">still</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">fundamentally:</span> <span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLMs</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">generate</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">arguments</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">→</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">humans</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">judge</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">which</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">arguments</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">win</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">whether</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">constraints</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">were</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">right.</span></span>

<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">You</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">haven't</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">actually</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">removed</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">human</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">decision-making;</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">you've</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">just</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">made</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">it</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">more</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">informed</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">structured.</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">That</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">might</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">be</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">exactly</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">what</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">you</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">want—better</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">information</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">for</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">human</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">decision-makers.</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">But</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">it's</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">not</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"LLMs</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">deciding,"</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">it's</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"LLMs</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">arguing</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">while</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">humans</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">referee</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">set</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">rules."</span>

<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Is</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">that</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">what</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">you</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">meant,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">or</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">were</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">you</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">hoping</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">for</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">something</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">where</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">humans</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">step</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">back</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">further?</span>

### <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">Making</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">It</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">Work</span>

<span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Constraint</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">injection:</span></span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">One</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLM</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">argues</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"in</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">favor,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">given</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">that</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">must</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">maintain</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">backward</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">compatibility</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">have</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">limited</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">maintainer</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">capacity"</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">while</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">other</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">argues</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"against,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">but</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">only</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">if</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">accept</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">breaking</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">changes</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">have</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">three</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">committed</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">maintainers</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">willing</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">own</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">this."</span>

<span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Stakeholder</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">representation:</span></span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Rather</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">than</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">generic</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">debate,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">you</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">could</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">have</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">one</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLM</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">argue</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">from</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">perspective</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">of</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"a</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">long-term</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">maintainer</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">of</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">this</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">codebase"</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">another</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">from</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"a</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">user</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">depending</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">on</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">this</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">for</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">production</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">work."</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">They'd</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">explicitly</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">weigh</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">concerns</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">differently</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">based</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">on</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">their</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">role.</span>

<span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Value</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">articulation:</span></span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">You</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">explicitly</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">tell</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">both</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLMs:</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"Our</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">project</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">prioritizes</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">stability</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">over</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">features"</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">or</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"We</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">optimize</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">for</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">contributor</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">experience</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">over</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">user</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">experience,"</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">both</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">debate</span> *<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">within</span>* <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">those</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">stated</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">values</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">rather</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">than</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">ignoring</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">them.</span>

<span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Maintenance</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">commitment</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">modeling:</span></span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">The</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">pro-LLM</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">could</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">be</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">constrained</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">only</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">argue</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">for</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">features</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">where</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">it</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">can</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">explicitly</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">identify</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">who</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">will</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">maintain</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">it</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">for</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">how</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">long.</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">The</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">con-LLM</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">could</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">be</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">required</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">engage</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">seriously</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">with</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">maintenance</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">plans</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">rather</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">than</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">just</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">saying</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">"this</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">is</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">too</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">complex."</span>

<span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">Novel</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">conflict</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">detection:</span></span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">You</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">could</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">ask</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLMs</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">explicitly</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">identify</span> *<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">where</span>* <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">their</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">underlying</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">assumptions</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">differ,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">which</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">might</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">surface</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">real</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">disagreement</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">(e.g.,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"We</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">disagree</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">on</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">whether</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">this</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">project</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">should</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">serve</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">enterprise</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">users</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">or</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">just</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">individual</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">developers").</span>

## <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">But</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">There's</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">Still</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">a</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">Critical</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">Gap</span>

<span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">The</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">human</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">decision-maker</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">still</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">needs</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">do</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">something</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLMs</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">can't:</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">judge</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">whether</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">constraints</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">themselves</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">are</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">correct.</span></span>

<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">An</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLM-debate</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">could</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">conclude:</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"Given</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">that</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">have</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">no</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">maintainers</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">willing</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">own</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">this,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">should</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">reject</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">feature."</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">But</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">what</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">if</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">a</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">human</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">reviewer</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">thinks:</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"Actually,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">this</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">constraint</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">is</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">wrong—I'm</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">willing</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">maintain</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">it,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">I</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">just</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">wasn't</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">asked"?</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Or:</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"That</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">constraint</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">is</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">outdated;</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">restructured</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">how</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">handle</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">maintenance</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">last</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">quarter"?</span>

<span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">Or</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">more</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">subtly:</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">"Both</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">of</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">you</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">are</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">debating</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">under</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">assumption</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">that</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">need</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">support</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">all</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">legacy</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">versions,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">but</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">we</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">should</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">actually</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">have</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">this</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">discussion</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">about</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">whether</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">that</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">assumption</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">still</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">makes</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">sense."</span>

<span class="font-semibold" data-streamdown="strong"><span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">The</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">constraint-setting</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">itself</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">is</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">a</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">human</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">judgment</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">that</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">can't</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">be</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">automated.</span></span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">The</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">LLMs</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">can</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">debate</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">within</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">constraints,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">but</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 0ms; --sd-easing: ease-in;">humans</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">must</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">choose</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">which</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">constraints</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">to</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">apply,</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">and</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">that's</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">where</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">the</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">real</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">governance</span> <span data-sd-animate="true" style="--sd-animation: sd-fadeIn; --sd-duration: 250ms; --sd-easing: ease-in;">happens.</span>