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From: <Saved by Blink>
Snapshot-Content-Location: https://chatgpt.com/c/fff03a44-a650-4891-ba38-05f004bd2cbd
Subject: Distilling System Two
Date: Fri, 12 Jul 2024 07:57:20 -0300
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class="w-full text-token-text-primary" dir="auto" data-testid="conversation-turn-2" data-scroll-anchor="false"><div class="py-2 juice:py-[18px] px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5"><div class="mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-5 juice:lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]"><div class="group/conversation-turn relative flex w-full min-w-0 flex-col"><div class="flex-col gap-1 md:gap-3"><div class="flex flex-grow flex-col max-w-full"><div data-message-author-role="user" data-message-id="bbb2105c-739f-4fd4-be2d-b368e9babe52" dir="auto" class="min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden items-end rtl:items-start"><div class="relative max-w-[70%] rounded-3xl bg-[#f4f4f4] px-5 py-2.5 dark:bg-token-main-surface-secondary"><div>Distilling System 2 into System 1
Ping YuJing XuJason WestonIlia Kulikov
Meta FAIR
Abstract
Large language models (LLMs) can spend ex-
tra compute during inference to generate in-
termediate thoughts, which helps to produce
better i nal responses. Since Chain-of-Thought
(Wei et al., 2022), many such System 2 tech-
niques have been proposed such as Rephrase
and Respond (Deng et al., 2023a), System 2
Attention (Weston and Sukhbaatar, 2023) and
Branch-Solve-Merge (Saha et al., 2023). In
this work we investigate self-supervised meth-
ods to “compile” (distill) higher quality outputs
from System 2 techniques back into LLM gen-
erations without intermediate reasoning token
sequences, as this reasoning has been distilled
into System 1. We show that several such tech-
niques can be successfully distilled, resulting
in improved results compared to the original
System 1 performance, and with less inference
cost than System 2. We posit that System 2 dis-
tillation will be an important feature of future
continually learning AI systems, enabling them
to focus System 2 capabilities on the reasoning
tasks that they cannot yet do well.
1Introduction
Generating intermediate thoughts allows a model
(or human!) to reason and plan in order to success-
fully complete a task or respond to an instruction.
We refer to such deliberate thinking as System 2
reasoning, following its description for humans in
Sloman (1996); Kahneman (2011) and later for AI
models (Bengio, 2017; LeCun, 2022; Weston and
Sukhbaatar, 2023). In System 2 reasoning effortful
mental activity is exerted, especially in situations
where System 1 – more automatic thinking – is
likely to make errors. In standard Large Language
Models (LLMs) we thus def i ne System 1 as appli-
cation of the Transformer (Vaswani et al., 2017) to
directly produce a response given an input, with-
out generation of intermediate tokens. We def i ne
System 2 as any approach which generates inter-
mediate tokens, including methods that perform
Distillation
Training data Distilled
System 2 Model
Filtering
System 2
Output
CoT
RaR rephraserespond
S2A re-writeanswer
BSM
branchsolve merge
System 2 Methods
Supervised
Finetuning
Input LLM program
Figure 1:Overview of System 2 Distillation. Filtered train-
ing examples are collected by running System 2 approaches
such as Branch-Solve-Merge (BSM) on unlabeled data, which
uses extra compute to produce higher quality outputs. These
targets are then distilled into the standard (System 1) LLM.
search, or prompt multiple times, before i nally
generating a response. A battery of such System 2
techniqueshavebeenproposed, amongthemChain-
of-Thought (Wei et al., 2022), Tree-of-Thoughts
(Yao et al., 2024), Graph-of-Thoughts (Besta et al.,
2024), Branch-Solve-Merge (Saha et al., 2023),
System 2 Attention (Weston and Sukhbaatar, 2023),
Rephrase and Respond (Deng et al., 2023a) and
more. Manyofthesemethodsareshowntoproduce
more accurate results due to this explicit reasoning,
but typically do so at much higher inference cost
and latency for a response. Due to the latter, many
of these approaches are not used in production sys-
tems, which mostly use System 1 generations.
For a human, the process of learning to trans-
fer a skill from deliberate (System 2) to automatic
(System 1) in psychology is referred to as auto-
maticity, and the use of procedural memory (Cohen
and Squire, 1980). For example, when driving to
work for the i rst time one might typically expend
conscious effort planning and making decisions
to get there. After a driver repeats this route, the
1
arXiv:2407.06023v2
[cs.CL]
9
Jul
2024
driving process becomes “compiled” into the sub-
conscious (Charlton and Starkey, 2013). Similarly,
playing a sport such as tennis can become “second
nature”. In this work, we explore an analogous
technique for AI models. Our approach performs
this compilation, which we refer to as System 2
distillation, in an unsupervised manner given a set
of unlabeled examples. For each example we apply
the given System 2 method, and then measure the
quality of the prediction in an unsupervised manner.
For example, for tasks with unique answers we ap-
ply self-consistency (Wang et al., 2022), sampling
multiple times. For examples where System 2 is
consistent enough, we assume this result should
be distilled, and add it to the distillation pool. We
then i ne-tune System 1 to match the predictions
of the System 2 method on the collected pool of
examples, but without generating the intermediate
steps. Figure 1 illustrates the overall process of
distilling System 2 into System 1.</div><div class="absolute bottom-0 right-full top-0 -mr-3.5 hidden pr-5 pt-1 [.group\/conversation-turn:hover_&]:block"><span class="" data-state="closed"><button class="flex h-9 w-9 items-center justify-center rounded-full text-token-text-secondary transition hover:bg-token-main-surface-tertiary"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md"><path fill="currentColor" fill-rule="evenodd" d="M13.293 4.293a4.536 4.536 0 1 1 6.414 6.414l-1 1-7.094 7.094A5 5 0 0 1 8.9 20.197l-4.736.79a1 1 0 0 1-1.15-1.151l.789-4.736a5 5 0 0 1 1.396-2.713zM13 7.414l-6.386 6.387a3 3 0 0 0-.838 1.628l-.56 3.355 3.355-.56a3 3 0 0 0 1.628-.837L16.586 11zm5 2.172L14.414 6l.293-.293a2.536 2.536 0 0 1 3.586 3.586z" clip-rule="evenodd"></path></svg></button></span></div></div></div></div></div></div></div></div></div></div><div class="w-full text-token-text-primary" dir="auto" data-testid="conversation-turn-3" data-scroll-anchor="false"><div class="py-2 juice:py-[18px] px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5"><div class="mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-5 juice:lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]"><div class="flex-shrink-0 flex flex-col relative items-end"><div><div class="pt-0.5 juice:pt-0"><div class="gizmo-bot-avatar flex h-6 w-6 items-center justify-center overflow-hidden rounded-full juice:h-8 juice:w-8"><div class="relative p-1 rounded-sm flex items-center justify-center bg-token-main-surface-primary text-token-text-primary h-8 w-8"><svg width="41" height="41" viewBox="0 0 41 41" fill="none" xmlns="http://www.w3.org/2000/svg" class="icon-md" role="img"><text x="-9999" y="-9999">ChatGPT</text><path d="M37.5324 16.8707C37.9808 15.5241 38.1363 14.0974 37.9886 12.6859C37.8409 11.2744 37.3934 9.91076 36.676 8.68622C35.6126 6.83404 33.9882 5.3676 32.0373 4.4985C30.0864 3.62941 27.9098 3.40259 25.8215 3.85078C24.8796 2.7893 23.7219 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11.9783 16.0753 11.9585 16.0837 11.9405C16.0921 11.9225 16.1048 11.9068 16.1207 11.8949L24.1719 7.25025C25.4053 6.53903 26.8158 6.19376 28.2383 6.25482C29.6608 6.31589 31.0364 6.78077 32.2044 7.59508C33.3723 8.40939 34.2842 9.53945 34.8334 10.8531C35.3826 12.1667 35.5464 13.6095 35.3055 15.0128ZM14.2424 21.9419L10.8752 19.9981C10.8576 19.9893 10.8423 19.9763 10.8309 19.9602C10.8195 19.9441 10.8122 19.9254 10.8098 19.9058V10.6071C10.8107 9.18295 11.2173 7.78848 11.9819 6.58696C12.7466 5.38544 13.8377 4.42659 15.1275 3.82264C16.4173 3.21869 17.8524 2.99464 19.2649 3.1767C20.6775 3.35876 22.0089 3.93941 23.1034 4.85067C23.0427 4.88379 22.937 4.94215 22.8668 4.98473L14.9024 9.58517C14.7025 9.69878 14.5366 9.86356 14.4215 10.0626C14.3065 10.2616 14.2466 10.4877 14.2479 10.7175L14.2424 21.9419ZM16.071 17.9991L20.4018 15.4978L24.7325 17.9975V22.9985L20.4018 25.4983L16.071 22.9985V17.9991Z" fill="currentColor"></path></svg></div></div></div></div></div><div class="group/conversation-turn relative flex w-full min-w-0 flex-col agent-turn"><div class="flex-col gap-1 md:gap-3"><div class="flex flex-grow flex-col max-w-full"><div data-message-author-role="assistant" data-message-id="4d4e876a-1dc8-4147-a439-5dd83ecf122a" dir="auto" class="min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden juice:first:pt-[3px]"><div class="markdown prose w-full break-words dark:prose-invert dark"><p>The abstract and introduction you've shared summarize a paper on distilling complex reasoning processes, termed "System 2," into simpler, more direct methods, called "System 1," within the context of large language models (LLMs). Here's a simplified breakdown:</p><p><strong>Abstract:</strong>
The paper discusses techniques for LLMs to generate intermediate thoughts (System 2 techniques) during inference, which leads to better final responses. However, these techniques, like Chain-of-Thought and others, involve extra computational cost. This research focuses on a method to "distill" the more complex reasoning from System 2 back into System 1. The aim is to maintain the quality of responses without the intermediate steps and reduce computational demands. The authors suggest that such distillation could be crucial for future AI systems, enabling them to utilize advanced reasoning only when necessary.</p><p><strong>Introduction:</strong>
System 1 and System 2 are defined in relation to how an AI model processes information. System 1 is direct and automatic, akin to human subconscious processes. System 2 involves deliberate and conscious reasoning, which typically results in more accurate outcomes but at a higher computational cost. The paper describes a distillation process where the high-quality outcomes of System 2 are integrated into System 1, making it more effective without the need for intermediate reasoning steps. This concept is inspired by psychological processes in humans, like learning to drive, where repetitive and deliberate actions eventually become automatic.</p><p>The approach outlined involves unsupervised training methods using unlabeled data, applying System 2 techniques to generate high-quality responses, which are then distilled into the simpler System 1 framework without retaining the intermediate steps. This allows the LLM to improve its direct responses while reducing the computational resources needed for each task.</p></div></div></div></div><div class="mt-1 flex gap-3 empty:hidden juice:-ml-3"><div class="items-center justify-start rounded-xl p-1 z-10 -mt-1 bg-token-main-surface-primary md:absolute md:border md:border-token-border-light md:hidden"><div class="flex items-center"><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center justify-center"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md-heavy"><path fill="currentColor" fill-rule="evenodd" d="M11 4.91a.5.5 0 0 0-.838-.369L6.676 7.737A1 1 0 0 1 6 8H4a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h2a1 1 0 0 1 .676.263l3.486 3.196A.5.5 0 0 0 11 19.09zM8.81 3.067C10.415 1.597 13 2.735 13 4.91v14.18c0 2.175-2.586 3.313-4.19 1.843L5.612 18H4a3 3 0 0 1-3-3V9a3 3 0 0 1 3-3h1.611zm11.507 3.29a1 1 0 0 1 1.355.401A10.96 10.96 0 0 1 23 12c0 1.85-.458 3.597-1.268 5.13a1 1 0 1 1-1.768-.934A8.96 8.96 0 0 0 21 12a8.96 8.96 0 0 0-1.085-4.287 1 1 0 0 1 .402-1.356M15.799 7.9a1 1 0 0 1 1.4.2 6.48 6.48 0 0 1 1.3 3.9c0 1.313-.39 2.537-1.06 3.56a1 1 0 0 1-1.673-1.096A4.47 4.47 0 0 0 16.5 12a4.47 4.47 0 0 0-.9-2.7 1 1 0 0 1 .2-1.4" clip-rule="evenodd"></path></svg></span></button></span><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center justify-center"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md-heavy"><path fill="currentColor" fill-rule="evenodd" d="M7 5a3 3 0 0 1 3-3h9a3 3 0 0 1 3 3v9a3 3 0 0 1-3 3h-2v2a3 3 0 0 1-3 3H5a3 3 0 0 1-3-3v-9a3 3 0 0 1 3-3h2zm2 2h5a3 3 0 0 1 3 3v5h2a1 1 0 0 0 1-1V5a1 1 0 0 0-1-1h-9a1 1 0 0 0-1 1zM5 9a1 1 0 0 0-1 1v9a1 1 0 0 0 1 1h9a1 1 0 0 0 1-1v-9a1 1 0 0 0-1-1z" clip-rule="evenodd"></path></svg></span></button></span><div class="flex"><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center justify-center"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md-heavy"><path fill="currentColor" fill-rule="evenodd" d="M11.873 21.496a1 1 0 0 1-.992.496l-.454-.056A4 4 0 0 1 7.1 16.79L7.65 15h-.718c-2.637 0-4.553-2.508-3.859-5.052l1.364-5A4 4 0 0 1 8.296 2h9.709a3 3 0 0 1 3 3v7a3 3 0 0 1-3 3h-2c-.26 0-.5.14-.628.364zM14.005 4h-5.71a2 2 0 0 0-1.929 1.474l-1.363 5A2 2 0 0 0 6.933 13h2.072a1 1 0 0 1 .955 1.294l-.949 3.084a2 2 0 0 0 1.462 2.537l3.167-5.543a2.72 2.72 0 0 1 1.364-1.182V5a1 1 0 0 0-1-1m3 9V5c0-.35-.06-.687-.171-1h1.17a1 1 0 0 1 1 1v7a1 1 0 0 1-1 1z" clip-rule="evenodd"></path></svg></span></button></span></div><span class="" data-state="closed"><button type="button" id="radix-:ru0:" aria-haspopup="menu" aria-expanded="false" data-state="closed" class="cursor-pointer rounded-md px-1 text-token-text-secondary h-[30px] hover:bg-token-main-surface-secondary"><div class="flex items-center pb-0.5 juice:pb-0"><div class="[&_svg]:h-full [&_svg]:w-full icon-md h-4 w-4"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="currentColor" d="M12.001 1.5a1 1 0 0 1 .993.887c.313 2.77 1.153 4.775 2.5 6.146 1.34 1.366 3.3 2.223 6.095 2.47a1 1 0 0 1-.003 1.993c-2.747.238-4.75 1.094-6.123 2.467-1.373 1.374-2.229 3.376-2.467 6.123a1 1 0 0 1-1.992.003c-.248-2.795-1.105-4.754-2.47-6.095-1.372-1.347-3.376-2.187-6.147-2.5a1 1 0 0 1-.002-1.987c2.818-.325 4.779-1.165 6.118-2.504 1.339-1.34 2.179-3.3 2.504-6.118A1 1 0 0 1 12 1.5ZM6.725 11.998c1.234.503 2.309 1.184 3.21 2.069.877.861 1.56 1.888 2.063 3.076.5-1.187 1.18-2.223 2.051-3.094.871-.87 1.907-1.55 3.094-2.05-1.188-.503-2.215-1.187-3.076-2.064-.885-.901-1.566-1.976-2.069-3.21-.505 1.235-1.19 2.3-2.081 3.192-.891.89-1.957 1.576-3.192 2.082Z"></path></svg></div><span class="line-clamp-1 text-sm" style="opacity: 0; padding-left: 0px; width: 0px;">4</span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-sm text-token-text-quaternary"><path fill="currentColor" fill-rule="evenodd" d="M5.293 9.293a1 1 0 0 1 1.414 0L12 14.586l5.293-5.293a1 1 0 1 1 1.414 1.414l-6 6a1 1 0 0 1-1.414 0l-6-6a1 1 0 0 1 0-1.414" clip-rule="evenodd"></path></svg></div></button></span></div></div></div><div class="pr-2 lg:pr-0"></div></div></div></div></div></div><div class="w-full text-token-text-primary" dir="auto" data-testid="conversation-turn-4" data-scroll-anchor="false"><div class="py-2 juice:py-[18px] px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5"><div class="mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-5 juice:lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]"><div class="group/conversation-turn relative flex w-full min-w-0 flex-col"><div class="flex-col gap-1 md:gap-3"><div class="flex flex-grow flex-col max-w-full"><div data-message-author-role="user" data-message-id="bbb21a44-81ad-4561-9dab-adad78ddf24d" dir="auto" class="min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden items-end rtl:items-start"><div class="relative max-w-[70%] rounded-3xl bg-[#f4f4f4] px-5 py-2.5 dark:bg-token-main-surface-secondary"><div>It looks a lot like a post I wrote on April 30: 𝘈𝘴𝘱𝘦𝘤𝘵 𝘙𝘦𝘭𝘦𝘨𝘢𝘵𝘪𝘰𝘯 𝘛𝘩𝘦𝘰𝘳𝘺
Because Who Needs New Thoughts When You've Got Old Ones?
Prepare to have your mind moderately blown—or at least dusted off a bit—with the newest cognitive buzzword on the block: Aspect Relegation Theory. Yes, folks, gather around as we discover that our brains might just be lazier than we thought, efficiently shoving learned behaviors from the penthouse suite of our consciousness down to the basement of our subconscious.
So, What's the Big Idea?
Apparently, after doing something a billion times, we start doing it without thinking. Groundbreaking, right? Enter Aspect Relegation Theory, which suggests that our fancy System 2 thinking—where we're all conscious, attentive, and making an effort—eventually gets demoted to System 1 thinking, where everything is automatic, effortless, and, frankly, a bit boring.
Brain on Autopilot: The Ultimate Efficiency Hack
Forget mindfulness and living in the moment. According to Aspect Relegation Theory, the real goal is to make everything so routine that you don’t have to bother actually thinking about it. Efficiency is the name of the game, and our brains are the undefeated champions, turning once-complex tasks like driving, typing, or tuning out during meetings into no-brainers.
Revolutionary or Just Really Obvious?
The theory takes a page from every self-help book ever: practice makes perfect, or at least makes permanent. By doing something over and over, our brains shift the workload from "I actually have to think about this" to "I can do this in my sleep." It's a thrilling reminder that we can train our brains to be less engaged—just what everyone striving for personal growth probably doesn't want to hear.
Why You Should Care (Or Not)
If you're into hacking your brain's system to make life smoother, Aspect Relegation Theory might just be your new best friend. It's a handy excuse for why you forgot your anniversary again ("Sorry, honey, my brain relegated it") and a great reason to never change your morning routine.
In all seriousness, Aspect Relegation Theory does offer some genuinely interesting insights into how and why we automate tasks and behaviors. It opens up discussions about cognitive load, learning processes, and how we can optimize both for better productivity and mental health. Just be prepared to wrestle with the notion that being on autopilot isn't just for airplanes and bad dates anymore.
Bottom Line
While Aspect Relegation Theory might not be stopping the presses, it's certainly a conversation starter about how our brains streamline the tedious complexity of daily life into manageable automaticity. So the next time you find yourself driving to work on autopilot, thank your brain for its service in making life a little less mentally taxing. Just make sure to wake up in time for your exit.</div><div class="absolute bottom-0 right-full top-0 -mr-3.5 hidden pr-5 pt-1 [.group\/conversation-turn:hover_&]:block"><span class="" data-state="closed"><button class="flex h-9 w-9 items-center justify-center rounded-full text-token-text-secondary transition hover:bg-token-main-surface-tertiary"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md"><path fill="currentColor" fill-rule="evenodd" d="M13.293 4.293a4.536 4.536 0 1 1 6.414 6.414l-1 1-7.094 7.094A5 5 0 0 1 8.9 20.197l-4.736.79a1 1 0 0 1-1.15-1.151l.789-4.736a5 5 0 0 1 1.396-2.713zM13 7.414l-6.386 6.387a3 3 0 0 0-.838 1.628l-.56 3.355 3.355-.56a3 3 0 0 0 1.628-.837L16.586 11zm5 2.172L14.414 6l.293-.293a2.536 2.536 0 0 1 3.586 3.586z" clip-rule="evenodd"></path></svg></button></span></div></div></div></div></div></div></div></div></div></div><div class="w-full text-token-text-primary" dir="auto" data-testid="conversation-turn-5" data-scroll-anchor="false"><div class="py-2 juice:py-[18px] px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5"><div class="mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-5 juice:lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]"><div class="flex-shrink-0 flex flex-col relative items-end"><div><div class="pt-0.5 juice:pt-0"><div class="gizmo-bot-avatar flex h-6 w-6 items-center justify-center overflow-hidden rounded-full juice:h-8 juice:w-8"><div class="relative p-1 rounded-sm flex items-center justify-center bg-token-main-surface-primary text-token-text-primary h-8 w-8"><svg width="41" height="41" viewBox="0 0 41 41" fill="none" xmlns="http://www.w3.org/2000/svg" class="icon-md" role="img"><text x="-9999" y="-9999">ChatGPT</text><path d="M37.5324 16.8707C37.9808 15.5241 38.1363 14.0974 37.9886 12.6859C37.8409 11.2744 37.3934 9.91076 36.676 8.68622C35.6126 6.83404 33.9882 5.3676 32.0373 4.4985C30.0864 3.62941 27.9098 3.40259 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10.2712L16.0726 15.8858V11.9982C16.0715 11.9783 16.0753 11.9585 16.0837 11.9405C16.0921 11.9225 16.1048 11.9068 16.1207 11.8949L24.1719 7.25025C25.4053 6.53903 26.8158 6.19376 28.2383 6.25482C29.6608 6.31589 31.0364 6.78077 32.2044 7.59508C33.3723 8.40939 34.2842 9.53945 34.8334 10.8531C35.3826 12.1667 35.5464 13.6095 35.3055 15.0128ZM14.2424 21.9419L10.8752 19.9981C10.8576 19.9893 10.8423 19.9763 10.8309 19.9602C10.8195 19.9441 10.8122 19.9254 10.8098 19.9058V10.6071C10.8107 9.18295 11.2173 7.78848 11.9819 6.58696C12.7466 5.38544 13.8377 4.42659 15.1275 3.82264C16.4173 3.21869 17.8524 2.99464 19.2649 3.1767C20.6775 3.35876 22.0089 3.93941 23.1034 4.85067C23.0427 4.88379 22.937 4.94215 22.8668 4.98473L14.9024 9.58517C14.7025 9.69878 14.5366 9.86356 14.4215 10.0626C14.3065 10.2616 14.2466 10.4877 14.2479 10.7175L14.2424 21.9419ZM16.071 17.9991L20.4018 15.4978L24.7325 17.9975V22.9985L20.4018 25.4983L16.071 22.9985V17.9991Z" fill="currentColor"></path></svg></div></div></div></div></div><div class="group/conversation-turn relative flex w-full min-w-0 flex-col agent-turn"><div class="flex-col gap-1 md:gap-3"><div class="flex flex-grow flex-col max-w-full"><div data-message-author-role="assistant" data-message-id="f2d287e8-eeeb-4468-95fe-365cf729dc6a" dir="auto" class="min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden juice:first:pt-[3px]"><div class="markdown prose w-full break-words dark:prose-invert dark"><p>It sounds like your post on Aspect Relegation Theory creatively discusses a similar concept to what's presented in the System 2 to System 1 distillation research. Both ideas revolve around how complex, conscious processes can eventually be simplified into more subconscious, automatic routines through repetition or targeted techniques.</p><p>Your post highlights the idea that our brains naturally move learned behaviors from active, conscious thinking (akin to System 2) to more automatic, subconscious processes (similar to System 1). This natural progression toward efficiency mirrors the approach in the research paper, which seeks to artificially replicate this process in AI models. By distilling advanced reasoning methods into simpler, more efficient systems, the research aims to reduce computational demands while maintaining high-quality outputs.</p><p>Both your post and the research acknowledge the inherent drive, whether in human cognition or AI design, toward optimizing and economizing mental efforts, albeit in slightly different contexts. Your post adopts a more humorous and accessible tone to explain a broadly analogous phenomenon in human psychology, making the scientific concept relatable and understandable to a general audience. Meanwhile, the research paper takes a more technical approach, applying this principle to improve AI system efficiency. Both contribute to understanding how complex thoughts or tasks can become more streamlined and less resource-intensive over time.</p></div></div></div></div><div class="mt-1 flex gap-3 empty:hidden juice:-ml-3"><div class="items-center justify-start rounded-xl p-1 z-10 -mt-1 bg-token-main-surface-primary md:absolute md:border md:border-token-border-light md:hidden"><div class="flex items-center"><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center justify-center"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md-heavy"><path fill="currentColor" fill-rule="evenodd" d="M11 4.91a.5.5 0 0 0-.838-.369L6.676 7.737A1 1 0 0 1 6 8H4a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h2a1 1 0 0 1 .676.263l3.486 3.196A.5.5 0 0 0 11 19.09zM8.81 3.067C10.415 1.597 13 2.735 13 4.91v14.18c0 2.175-2.586 3.313-4.19 1.843L5.612 18H4a3 3 0 0 1-3-3V9a3 3 0 0 1 3-3h1.611zm11.507 3.29a1 1 0 0 1 1.355.401A10.96 10.96 0 0 1 23 12c0 1.85-.458 3.597-1.268 5.13a1 1 0 1 1-1.768-.934A8.96 8.96 0 0 0 21 12a8.96 8.96 0 0 0-1.085-4.287 1 1 0 0 1 .402-1.356M15.799 7.9a1 1 0 0 1 1.4.2 6.48 6.48 0 0 1 1.3 3.9c0 1.313-.39 2.537-1.06 3.56a1 1 0 0 1-1.673-1.096A4.47 4.47 0 0 0 16.5 12a4.47 4.47 0 0 0-.9-2.7 1 1 0 0 1 .2-1.4" clip-rule="evenodd"></path></svg></span></button></span><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center justify-center"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md-heavy"><path fill="currentColor" fill-rule="evenodd" d="M7 5a3 3 0 0 1 3-3h9a3 3 0 0 1 3 3v9a3 3 0 0 1-3 3h-2v2a3 3 0 0 1-3 3H5a3 3 0 0 1-3-3v-9a3 3 0 0 1 3-3h2zm2 2h5a3 3 0 0 1 3 3v5h2a1 1 0 0 0 1-1V5a1 1 0 0 0-1-1h-9a1 1 0 0 0-1 1zM5 9a1 1 0 0 0-1 1v9a1 1 0 0 0 1 1h9a1 1 0 0 0 1-1v-9a1 1 0 0 0-1-1z" clip-rule="evenodd"></path></svg></span></button></span><div class="flex"><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center justify-center"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md-heavy"><path fill="currentColor" fill-rule="evenodd" d="M11.873 21.496a1 1 0 0 1-.992.496l-.454-.056A4 4 0 0 1 7.1 16.79L7.65 15h-.718c-2.637 0-4.553-2.508-3.859-5.052l1.364-5A4 4 0 0 1 8.296 2h9.709a3 3 0 0 1 3 3v7a3 3 0 0 1-3 3h-2c-.26 0-.5.14-.628.364zM14.005 4h-5.71a2 2 0 0 0-1.929 1.474l-1.363 5A2 2 0 0 0 6.933 13h2.072a1 1 0 0 1 .955 1.294l-.949 3.084a2 2 0 0 0 1.462 2.537l3.167-5.543a2.72 2.72 0 0 1 1.364-1.182V5a1 1 0 0 0-1-1m3 9V5c0-.35-.06-.687-.171-1h1.17a1 1 0 0 1 1 1v7a1 1 0 0 1-1 1z" clip-rule="evenodd"></path></svg></span></button></span></div><span class="" data-state="closed"><button type="button" id="radix-:ru7:" aria-haspopup="menu" aria-expanded="false" data-state="closed" class="cursor-pointer rounded-md px-1 text-token-text-secondary h-[30px] hover:bg-token-main-surface-secondary"><div class="flex items-center pb-0.5 juice:pb-0"><div class="[&_svg]:h-full [&_svg]:w-full icon-md h-4 w-4"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="currentColor" d="M12.001 1.5a1 1 0 0 1 .993.887c.313 2.77 1.153 4.775 2.5 6.146 1.34 1.366 3.3 2.223 6.095 2.47a1 1 0 0 1-.003 1.993c-2.747.238-4.75 1.094-6.123 2.467-1.373 1.374-2.229 3.376-2.467 6.123a1 1 0 0 1-1.992.003c-.248-2.795-1.105-4.754-2.47-6.095-1.372-1.347-3.376-2.187-6.147-2.5a1 1 0 0 1-.002-1.987c2.818-.325 4.779-1.165 6.118-2.504 1.339-1.34 2.179-3.3 2.504-6.118A1 1 0 0 1 12 1.5ZM6.725 11.998c1.234.503 2.309 1.184 3.21 2.069.877.861 1.56 1.888 2.063 3.076.5-1.187 1.18-2.223 2.051-3.094.871-.87 1.907-1.55 3.094-2.05-1.188-.503-2.215-1.187-3.076-2.064-.885-.901-1.566-1.976-2.069-3.21-.505 1.235-1.19 2.3-2.081 3.192-.891.89-1.957 1.576-3.192 2.082Z"></path></svg></div><span class="line-clamp-1 text-sm" style="opacity: 0; padding-left: 0px; width: 0px;">4</span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-sm text-token-text-quaternary"><path fill="currentColor" fill-rule="evenodd" d="M5.293 9.293a1 1 0 0 1 1.414 0L12 14.586l5.293-5.293a1 1 0 1 1 1.414 1.414l-6 6a1 1 0 0 1-1.414 0l-6-6a1 1 0 0 1 0-1.414" clip-rule="evenodd"></path></svg></div></button></span></div></div></div><div class="pr-2 lg:pr-0"></div></div></div></div></div></div><div class="w-full text-token-text-primary" dir="auto" data-testid="conversation-turn-6" data-scroll-anchor="false"><div class="py-2 juice:py-[18px] px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5"><div class="mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-5 juice:lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]"><div class="group/conversation-turn relative flex w-full min-w-0 flex-col"><div class="flex-col gap-1 md:gap-3"><div class="flex flex-grow flex-col max-w-full"><div data-message-author-role="user" data-message-id="bbb21a55-b826-451d-9181-832e29cf5d19" dir="auto" class="min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden items-end rtl:items-start"><div class="relative max-w-[70%] rounded-3xl bg-[#f4f4f4] px-5 py-2.5 dark:bg-token-main-surface-secondary"><div>We conduct experiments across 4 different Sys-
tem 2 LLM approaches and 5 different tasks. We
i nd our approach can distill System 2 reasoning
into System 1 in a diverse array of settings, some-
times even improving the results over the System 2
teacher. Moreover, these predictions are now pro-
duced at a fraction of the computational cost. For
example, we see successful distillation for tasks
involving dealing with biased opinions or irrele-
vant information (System 2 Attention), clarifying
and improving responses in some reasoning tasks
(Rephrase and Respond), and for i ne-grained eval-
uation of LLMs (Branch-Solve-Merge). However,
we also show that not all tasks can be distilled into
System 1, particularly complex math reasoning
tasks requiring chain-of-thought. This is also mir-
rored in humans, who cannot execute some tasks
without deliberate System 2 reasoning (Kahneman,
2011).
2Related work
2.1System 1 and System 2 in Humans
In humans, System 1 reasoning is described as be-
ing capable of recognizing patterns, making quick
judgments, and understanding simple or familiar
symbols. For instance, it is used to identify com-
mon traff i c signs, recognize faces, or associate ba-
sic symbols with specif i c emotions or ideas. How-
ever, for complex problem-solving or for example
manipulation of abstract symbols (like algebraic
equations or logical statements), System 2 reason-
ing is deemed necessary (Kahneman, 2011). In psy-
chology the concept of automaticity describes be-
havior that becomes so well-practiced that it can be
performed with little to no conscious thought, with
an example being driving a familiar route (Charlton
and Starkey, 2013). In general, humans are said
to use procedural memory to consolidate a specif i c
task into memory, learning through practice, so that
it can be later performed without conscious aware-
ness (Cohen and Squire, 1980). The concept of un-
conscious competence is classif i ed as a later stage
of learning. Initially a person recognizes their in-
competence, and consciously seeks to learn a skill
until they acquire conscious competence. Finally,
the aim is to utilize it without conscious thought
when it is said to become, in common language,
“second nature” (DePhillips et al., 1960).</div><div class="absolute bottom-0 right-full top-0 -mr-3.5 hidden pr-5 pt-1 [.group\/conversation-turn:hover_&]:block"><span class="" data-state="closed"><button class="flex h-9 w-9 items-center justify-center rounded-full text-token-text-secondary transition hover:bg-token-main-surface-tertiary"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md"><path fill="currentColor" fill-rule="evenodd" d="M13.293 4.293a4.536 4.536 0 1 1 6.414 6.414l-1 1-7.094 7.094A5 5 0 0 1 8.9 20.197l-4.736.79a1 1 0 0 1-1.15-1.151l.789-4.736a5 5 0 0 1 1.396-2.713zM13 7.414l-6.386 6.387a3 3 0 0 0-.838 1.628l-.56 3.355 3.355-.56a3 3 0 0 0 1.628-.837L16.586 11zm5 2.172L14.414 6l.293-.293a2.536 2.536 0 0 1 3.586 3.586z" clip-rule="evenodd"></path></svg></button></span></div></div></div></div></div></div></div></div></div></div><div class="w-full text-token-text-primary" dir="auto" 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fill="currentColor"></path></svg></div></div></div></div></div><div class="group/conversation-turn relative flex w-full min-w-0 flex-col agent-turn"><div class="flex-col gap-1 md:gap-3"><div class="flex flex-grow flex-col max-w-full"><div data-message-author-role="assistant" data-message-id="6d9992ea-080f-4d2d-bd83-390b10d1b6f7" dir="auto" class="min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden juice:first:pt-[3px]"><div class="markdown prose w-full break-words dark:prose-invert dark"><p>The section you've provided delves into the practical outcomes of distilling System 2 reasoning into System 1 using various large language model (LLM) techniques, along with a discussion on the analogy of these systems in human cognition.</p><p><strong>Experiment Findings:</strong>
The research successfully demonstrates the capability of LLMs to integrate complex System 2 reasoning techniques into the more efficient System 1 framework across multiple tasks. The distillation process not only retains the effectiveness of the original System 2 models but also enhances them in certain cases, all while reducing computational costs. Tasks that benefitted from distillation include handling biased opinions or irrelevant information, enhancing clarity in responses, and fine-grained evaluation of LLM outputs. However, the study also notes limitations, such as in complex mathematical reasoning tasks, where the nuanced, step-by-step processing of System 2 remains necessary. This reflects a similar limitation in human cognition, where certain tasks demand active, conscious thought regardless of practice or familiarity.</p><p><strong>Relation to Human Cognition:</strong>
The paper connects these findings to the established psychological theories of System 1 and System 2 reasoning in humans. System 1 in humans involves automatic, fast, and often subconscious thinking used for routine tasks like recognizing faces or common symbols. System 2, on the other hand, is engaged for more demanding tasks that require conscious thought, such as solving complex problems or manipulating abstract concepts. The transition from System 2 to System 1 in humans—termed automaticity—occurs through repetitive practice, allowing actions to become second nature. This transition is paralleled in the paper by the distillation of complex LLM processes into simpler, more efficient ones.</p><p>The background on human cognition serves to underline the significance of distillation in AI models. Just as humans learn to perform tasks more efficiently over time with less conscious effort, LLMs can be trained to "automate" their reasoning processes, optimizing their performance and computational resource usage. This discussion ties the technical findings back to a broader understanding of learning and efficiency, both artificial and biological.</p></div></div></div></div><div class="mt-1 flex gap-3 empty:hidden juice:-ml-3"><div class="items-center justify-start rounded-xl p-1 z-10 -mt-1 bg-token-main-surface-primary md:absolute md:border md:border-token-border-light md:hidden"><div class="flex items-center"><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center justify-center"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-md-heavy"><path fill="currentColor" fill-rule="evenodd" d="M11 4.91a.5.5 0 0 0-.838-.369L6.676 7.737A1 1 0 0 1 6 8H4a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h2a1 1 0 0 1 .676.263l3.486 3.196A.5.5 0 0 0 11 19.09zM8.81 3.067C10.415 1.597 13 2.735 13 4.91v14.18c0 2.175-2.586 3.313-4.19 1.843L5.612 18H4a3 3 0 0 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data-state="closed"><button type="button" id="radix-:rue:" aria-haspopup="menu" aria-expanded="false" data-state="closed" class="cursor-pointer rounded-md px-1 text-token-text-secondary h-[30px] hover:bg-token-main-surface-secondary"><div class="flex items-center pb-0.5 juice:pb-0"><div class="[&_svg]:h-full [&_svg]:w-full icon-md h-4 w-4"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="currentColor" d="M12.001 1.5a1 1 0 0 1 .993.887c.313 2.77 1.153 4.775 2.5 6.146 1.34 1.366 3.3 2.223 6.095 2.47a1 1 0 0 1-.003 1.993c-2.747.238-4.75 1.094-6.123 2.467-1.373 1.374-2.229 3.376-2.467 6.123a1 1 0 0 1-1.992.003c-.248-2.795-1.105-4.754-2.47-6.095-1.372-1.347-3.376-2.187-6.147-2.5a1 1 0 0 1-.002-1.987c2.818-.325 4.779-1.165 6.118-2.504 1.339-1.34 2.179-3.3 2.504-6.118A1 1 0 0 1 12 1.5ZM6.725 11.998c1.234.503 2.309 1.184 3.21 2.069.877.861 1.56 1.888 2.063 3.076.5-1.187 1.18-2.223 2.051-3.094.871-.87 1.907-1.55 3.094-2.05-1.188-.503-2.215-1.187-3.076-2.064-.885-.901-1.566-1.976-2.069-3.21-.505 1.235-1.19 2.3-2.081 3.192-.891.89-1.957 1.576-3.192 2.082Z"></path></svg></div><span class="line-clamp-1 text-sm" style="opacity: 0; padding-left: 0px; width: 0px;">4</span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24" class="icon-sm text-token-text-quaternary"><path fill="currentColor" fill-rule="evenodd" d="M5.293 9.293a1 1 0 0 1 1.414 0L12 14.586l5.293-5.293a1 1 0 1 1 1.414 1.414l-6 6a1 1 0 0 1-1.414 0l-6-6a1 1 0 0 1 0-1.414" clip-rule="evenodd"></path></svg></div></button></span></div></div></div><div class="pr-2 lg:pr-0"></div></div></div></div></div></div><div class="w-full text-token-text-primary" dir="auto" data-testid="conversation-turn-8" data-scroll-anchor="false"><div class="py-2 juice:py-[18px] px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5"><div class="mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-5 juice:lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]"><div class="group/conversation-turn relative flex w-full min-w-0 flex-col"><div class="flex-col gap-1 md:gap-3"><div class="flex flex-grow flex-col max-w-full"><div data-message-author-role="user" data-message-id="bbb21b9e-33af-4bfb-84e1-bf8cc36fcb51" dir="auto" class="min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden items-end rtl:items-start"><div class="relative max-w-[70%] rounded-3xl bg-[#f4f4f4] px-5 py-2.5 dark:bg-token-main-surface-secondary"><div>A list of all of the topics we've discussed.</div><div class="absolute bottom-0 right-full top-0 -mr-3.5 hidden pr-5 pt-1 [.group\/conversation-turn:hover_&]:block"><span class="" data-state="closed"><button class="flex h-9 w-9 items-center justify-center rounded-full text-token-text-secondary transition 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items-end"><div><div class="pt-0.5 juice:pt-0"><div class="gizmo-bot-avatar flex h-6 w-6 items-center justify-center overflow-hidden rounded-full juice:h-8 juice:w-8"><div class="relative p-1 rounded-sm flex items-center justify-center bg-token-main-surface-primary text-token-text-primary h-8 w-8"><svg width="41" height="41" viewBox="0 0 41 41" fill="none" xmlns="http://www.w3.org/2000/svg" class="icon-md" role="img"><text x="-9999" y="-9999">ChatGPT</text><path d="M37.5324 16.8707C37.9808 15.5241 38.1363 14.0974 37.9886 12.6859C37.8409 11.2744 37.3934 9.91076 36.676 8.68622C35.6126 6.83404 33.9882 5.3676 32.0373 4.4985C30.0864 3.62941 27.9098 3.40259 25.8215 3.85078C24.8796 2.7893 23.7219 1.94125 22.4257 1.36341C21.1295 0.785575 19.7249 0.491269 18.3058 0.500197C16.1708 0.495044 14.0893 1.16803 12.3614 2.42214C10.6335 3.67624 9.34853 5.44666 8.6917 7.47815C7.30085 7.76286 5.98686 8.3414 4.8377 9.17505C3.68854 10.0087 2.73073 11.0782 2.02839 12.312C0.956464 14.1591 0.498905 16.2988 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items-start whitespace-pre-wrap break-words [.text-message+&]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2"><div class="flex w-full flex-col gap-1 juice:empty:hidden juice:first:pt-[3px]"><div class="markdown prose w-full break-words dark:prose-invert dark"><p>Here's a summary of the topics we've covered in our discussion:</p><ol><li><p><strong>Distillation of System 2 into System 1</strong>: We discussed a research paper that explores methods for distilling advanced System 2 reasoning techniques of large language models (LLMs) into more straightforward, efficient System 1 processes, aiming to maintain high-quality outputs with reduced computational costs.</p></li><li><p><strong>Aspect Relegation Theory</strong>: I provided an explanation based on your description of Aspect Relegation Theory, which humorously outlines how human cognitive processes shift from conscious, effortful actions (System 2) to subconscious, automatic behaviors (System 1).</p></li><li><p><strong>Experiment Findings and Human Cognition</strong>: We delved into the specifics of the experiments conducted in the research paper, examining which tasks could be successfully distilled from System 2 to System 1, and discussed the parallels between this AI research and human cognitive processes, particularly the psychological concepts of automaticity and unconscious competence.</p></li></ol><p>These topics all revolve around the idea of optimizing reasoning processes, whether in artificial intelligence systems or in human cognition, emphasizing efficiency and the reduction of effort in routine tasks.</p></div></div></div></div><div class="mt-1 flex gap-3 empty:hidden juice:-ml-3"><div class="items-center justify-start rounded-xl p-1 flex"><div class="flex items-center"><span class="" data-state="closed"><button class="rounded-lg text-token-text-secondary hover:bg-token-main-surface-secondary"><span class="flex h-[30px] w-[30px] items-center 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hr { border-top-width: 1px; color: inherit; height: 0px; }
abbr:where([title]) { text-decoration: underline dotted currentcolor; }
h1, h2, h3, h4, h5, h6 { font-size: inherit; font-weight: inherit; }
a { color: inherit; text-decoration: inherit; }
b, strong { font-weight: bolder; }
code, kbd, pre, samp { font-feature-settings: normal; font-family: ui-monospace, SFMono-Regular, "SF Mono", Menlo, Consolas, "Liberation Mono", monospace; font-size: 1em; font-variation-settings: normal; }
small { font-size: 80%; }
sub, sup { font-size: 75%; line-height: 0; position: relative; vertical-align: baseline; }
sub { bottom: -0.25em; }
sup { top: -0.5em; }
table { border-collapse: collapse; border-color: inherit; text-indent: 0px; }
button, input, optgroup, select, textarea { font-feature-settings: inherit; color: inherit; font-family: inherit; font-size: 100%; font-variation-settings: inherit; font-weight: inherit; letter-spacing: inherit; line-height: inherit; margin: 0px; padding: 0px; }
button, select { text-transform: none; }
button, input:where([type="button"]), input:where([type="reset"]), input:where([type="submit"]) { appearance: button; background-color: transparent; background-image: none; }
progress { vertical-align: baseline; }
::-webkit-inner-spin-button, ::-webkit-outer-spin-button { height: auto; }
[type="search"] { appearance: textfield; outline-offset: -2px; }
::-webkit-search-decoration { appearance: none; }
::-webkit-file-upload-button { appearance: button; font: inherit; }
summary { display: list-item; }
blockquote, dd, dl, fieldset, figure, h1, h2, h3, h4, h5, h6, hr, p, pre { margin: 0px; }
fieldset, legend { padding: 0px; }
menu, ol, ul { list-style: none; margin: 0px; padding: 0px; }
dialog { padding: 0px; }
textarea { resize: vertical; }
input::placeholder, textarea::placeholder { color: rgb(180, 180, 180); }
[role="button"], button { cursor: pointer; }
:disabled { cursor: default; }
audio, canvas, embed, iframe, img, object, svg, video { display: block; vertical-align: middle; }
img, video { height: auto; max-width: 100%; }
[hidden] { display: none; }
[multiple], [type="date"], [type="datetime-local"], [type="email"], [type="month"], [type="number"], [type="password"], [type="search"], [type="tel"], [type="text"], [type="time"], [type="url"], [type="week"], select, textarea { --tw-shadow: 0 0 transparent; appearance: none; background-color: rgb(255, 255, 255); border-color: rgb(155, 155, 155); border-radius: 0px; border-width: 1px; font-size: 1rem; line-height: 1.5rem; padding: 0.5rem 0.75rem; }
[multiple]:focus, [type="date"]:focus, [type="datetime-local"]:focus, [type="email"]:focus, [type="month"]:focus, [type="number"]:focus, [type="password"]:focus, [type="search"]:focus, [type="tel"]:focus, [type="text"]:focus, [type="time"]:focus, [type="url"]:focus, [type="week"]:focus, select:focus, textarea:focus { --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: #2563eb; --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(1px + var(--tw-ring-offset-width)) var(--tw-ring-color); border-color: rgb(37, 99, 235); box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow); outline: transparent solid 2px; outline-offset: 2px; }
[dir="ltr"] [multiple]:focus, [dir="ltr"] [type="date"]:focus, [dir="ltr"] [type="datetime-local"]:focus, [dir="ltr"] [type="email"]:focus, [dir="ltr"] [type="month"]:focus, [dir="ltr"] [type="number"]:focus, [dir="ltr"] [type="password"]:focus, [dir="ltr"] [type="search"]:focus, [dir="ltr"] [type="tel"]:focus, [dir="ltr"] [type="text"]:focus, [dir="ltr"] [type="time"]:focus, [dir="ltr"] [type="url"]:focus, [dir="ltr"] [type="week"]:focus, [dir="ltr"] select:focus, [dir="ltr"] textarea:focus { --tw-ring-inset: var(--tw-empty,/*!*/ /*!*/); }
[dir="rtl"] [multiple]:focus, [dir="rtl"] [type="date"]:focus, [dir="rtl"] [type="datetime-local"]:focus, [dir="rtl"] [type="email"]:focus, [dir="rtl"] [type="month"]:focus, [dir="rtl"] [type="number"]:focus, [dir="rtl"] [type="password"]:focus, [dir="rtl"] [type="search"]:focus, [dir="rtl"] [type="tel"]:focus, [dir="rtl"] [type="text"]:focus, [dir="rtl"] [type="time"]:focus, [dir="rtl"] [type="url"]:focus, [dir="rtl"] [type="week"]:focus, [dir="rtl"] select:focus, [dir="rtl"] textarea:focus { --tw-ring-inset: var(--tw-empty, ); }
input::placeholder, textarea::placeholder { color: rgb(155, 155, 155); opacity: 1; }
::-webkit-datetime-edit-fields-wrapper { padding: 0px; }
::-webkit-date-and-time-value { min-height: 1.5em; }
::-webkit-datetime-edit, ::-webkit-datetime-edit-day-field, ::-webkit-datetime-edit-hour-field, ::-webkit-datetime-edit-meridiem-field, ::-webkit-datetime-edit-millisecond-field, ::-webkit-datetime-edit-minute-field, ::-webkit-datetime-edit-month-field, ::-webkit-datetime-edit-second-field, ::-webkit-datetime-edit-year-field { padding-bottom: 0px; padding-top: 0px; }
select { background-image: url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' fill='none' viewBox='0 0 20 20'%3E%3Cpath stroke='%239B9B9B' stroke-linecap='round' stroke-linejoin='round' stroke-width='1.5' d='m6 8 4 4 4-4'/%3E%3C/svg%3E"); background-repeat: no-repeat; background-size: 1.5em 1.5em; -webkit-print-color-adjust: exact; }
[dir="ltr"] select { background-position: right 0.5rem center; padding-right: 2.5rem; }
[dir="rtl"] select { background-position: left 0.5rem center; padding-left: 2.5rem; }
[multiple] { background-image: none; background-position: 0px 0px; background-repeat: repeat; background-size: initial; -webkit-print-color-adjust: inherit; }
[dir="ltr"] [multiple] { padding-right: 0.75rem; }
[dir="rtl"] [multiple] { padding-left: 0.75rem; }
[type="checkbox"], [type="radio"] { --tw-shadow: 0 0 transparent; appearance: none; background-color: rgb(255, 255, 255); background-origin: border-box; border-color: rgb(155, 155, 155); border-width: 1px; color: rgb(37, 99, 235); display: inline-block; flex-shrink: 0; height: 1rem; padding: 0px; -webkit-print-color-adjust: exact; user-select: none; vertical-align: middle; width: 1rem; }
[type="checkbox"] { border-radius: 0px; }
[type="radio"] { border-radius: 100%; }
[type="checkbox"]:focus, [type="radio"]:focus { --tw-ring-offset-width: 2px; --tw-ring-offset-color: #fff; --tw-ring-color: #2563eb; --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow); outline: transparent solid 2px; outline-offset: 2px; }
[dir="ltr"] [type="checkbox"]:focus, [dir="ltr"] [type="radio"]:focus { --tw-ring-inset: var(--tw-empty,/*!*/ /*!*/); }
[dir="rtl"] [type="checkbox"]:focus, [dir="rtl"] [type="radio"]:focus { --tw-ring-inset: var(--tw-empty, ); }
[type="checkbox"]:checked, [type="radio"]:checked { background-color: currentcolor; background-position: 50% center; background-repeat: no-repeat; background-size: 100% 100%; border-color: transparent; }
[type="checkbox"]:checked { background-image: url("data:image/svg+xml;charset=utf-8,%3Csvg viewBox='0 0 16 16' fill='%23fff' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M12.207 4.793a1 1 0 0 1 0 1.414l-5 5a1 1 0 0 1-1.414 0l-2-2a1 1 0 0 1 1.414-1.414L6.5 9.086l4.293-4.293a1 1 0 0 1 1.414 0z'/%3E%3C/svg%3E"); }
[type="radio"]:checked { background-image: url("data:image/svg+xml;charset=utf-8,%3Csvg viewBox='0 0 16 16' fill='%23fff' xmlns='http://www.w3.org/2000/svg'%3E%3Ccircle cx='8' cy='8' r='3'/%3E%3C/svg%3E"); }
[type="checkbox"]:checked:focus, [type="checkbox"]:checked:hover, [type="radio"]:checked:focus, [type="radio"]:checked:hover { background-color: currentcolor; border-color: transparent; }
[type="checkbox"]:indeterminate { background-color: currentcolor; background-image: url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' fill='none' viewBox='0 0 16 16'%3E%3Cpath stroke='%23fff' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='M4 8h8'/%3E%3C/svg%3E"); background-position: 50% center; background-repeat: no-repeat; background-size: 100% 100%; border-color: transparent; }
[type="checkbox"]:indeterminate:focus, [type="checkbox"]:indeterminate:hover { background-color: currentcolor; border-color: transparent; }
[type="file"] { background: initial; border-color: inherit; border-radius: 0px; border-width: 0px; font-size: inherit; line-height: inherit; padding: 0px; }
[type="file"]:focus { outline: -webkit-focus-ring-color auto 1px; }
h1 { font-size: 1.875rem; line-height: 2.25rem; }
h1, h2, h3 { font-weight: 600; }
h2, h3 { font-size: 1.5rem; line-height: 2rem; }
input[type="number"]::-webkit-inner-spin-button, input[type="number"]::-webkit-outer-spin-button { appearance: none; margin: 0px; }
*, ::after, ::before { --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness: proximity; --tw-gradient-from-position: ; --tw-gradient-via-position: ; --tw-gradient-to-position: ; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(69,89,164,.5); --tw-ring-offset-shadow: 0 0 transparent; --tw-ring-shadow: 0 0 transparent; --tw-shadow: 0 0 transparent; --tw-shadow-colored: 0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; --tw-contain-size: ; --tw-contain-layout: ; --tw-contain-paint: ; --tw-contain-style: ; }
::backdrop { --tw-border-spacing-x: 0; --tw-border-spacing-y: 0; --tw-translate-x: 0; --tw-translate-y: 0; --tw-rotate: 0; --tw-skew-x: 0; --tw-skew-y: 0; --tw-scale-x: 1; --tw-scale-y: 1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness: proximity; --tw-gradient-from-position: ; --tw-gradient-via-position: ; --tw-gradient-to-position: ; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: rgba(69,89,164,.5); --tw-ring-offset-shadow: 0 0 transparent; --tw-ring-shadow: 0 0 transparent; --tw-shadow: 0 0 transparent; --tw-shadow-colored: 0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; --tw-contain-size: ; --tw-contain-layout: ; --tw-contain-paint: ; --tw-contain-style: ; }
:root { --white: #fff; --black: #000; --gray-50: #f9f9f9; --gray-100: #ececec; --gray-200: #e3e3e3; --gray-300: #cdcdcd; --gray-400: #b4b4b4; --gray-500: #9b9b9b; --gray-600: #676767; --gray-700: #424242; --gray-750: #2f2f2f; --gray-800: #212121; --gray-900: #171717; --gray-950: #0d0d0d; --red-500: #ef4444; --red-700: #b91c1c; --brand-purple: #ab68ff; }
html { --text-primary: var(--gray-950); --text-secondary: var(--gray-500); --text-tertiary: var(--gray-400); --text-quaternary: var(--gray-300); --text-error: var(--red-700); --surface-error: var(--red-700); --border-light: rgba(0,0,0,.1); --border-medium: rgba(0,0,0,.15); --border-heavy: rgba(0,0,0,.2); --border-xheavy: rgba(0,0,0,.25); --main-surface-primary: var(--white); --main-surface-secondary: var(--gray-50); --main-surface-tertiary: var(--gray-100); --sidebar-surface-primary: var(--gray-50); --sidebar-surface-secondary: var(--gray-100); --sidebar-surface-tertiary: var(--gray-200); --link: #2964aa; --link-hover: #749ac8; --selection: #007aff; }
html.ZnJ1aXRqdWljZQ { --text-secondary: #7d7d7d; --text-error: #f93a37; --surface-error: 249 58 55; }
.dark { --text-primary: var(--gray-100); --text-secondary: var(--gray-300); --text-tertiary: var(--gray-400); --text-quaternary: var(--gray-500); --text-error: var(--red-500); --border-light: hsla(0,0%,100%,.1); --border-medium: hsla(0,0%,100%,.15); --border-heavy: hsla(0,0%,100%,.2); --border-xheavy: hsla(0,0%,100%,.25); --main-surface-primary: var(--gray-800); --main-surface-secondary: var(--gray-750); --main-surface-tertiary: var(--gray-700); --sidebar-surface-primary: var(--gray-900); --sidebar-surface-secondary: var(--gray-800); --sidebar-surface-tertiary: var(--gray-750); --link: #7ab7ff; --link-hover: #5e83b3; }
html.ZnJ1aXRqdWljZQ.dark { --text-secondary: var(--gray-400); --text-tertiary: var(--gray-500); --text-quaternary: var(--gray-600); --text-error: #f93a37; --surface-error: 249 58 55; }
.popover { --main-surface-primary: var(--white) !important; --main-surface-secondary: var(--gray-100) !important; --main-surface-tertiary: var(--gray-200) !important; --sidebar-surface-primary: var(--white) !important; }
.dark .popover, .dark.popover, .popover .dark { --main-surface-primary: var(--gray-750) !important; --main-surface-secondary: var(--gray-700) !important; --main-surface-tertiary: var(--gray-600) !important; --text-primary: var(--gray-50) !important; --text-secondary: var(--gray-200) !important; --text-tertiary: var(--gray-400) !important; --text-quaternary: var(--gray-500) !important; --sidebar-surface-primary: var(--gray-750) !important; }
textarea:focus { border-color: inherit; box-shadow: none; outline: none; }
.container { width: 100%; }
@media (min-width: 640px) {
.container { max-width: 640px; }
}
@media (min-width: 768px) {
.container { max-width: 768px; }
}
@media (min-width: 1024px) {
.container { max-width: 1024px; }
}
@media (min-width: 1280px) {
.container { max-width: 1280px; }
}
@media (min-width: 1536px) {
.container { max-width: 1536px; }
}
.prose { color: var(--tw-prose-body); max-width: 65ch; }
.prose :where([class~="lead"]):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-lead); font-size: 1.25em; line-height: 1.6; margin-bottom: 1.2em; margin-top: 1.2em; }
.prose :where(a):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-links); font-weight: 500; text-decoration: underline; }
.prose :where(strong):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-bold); font-weight: 600; }
.prose :where(a strong):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(blockquote strong):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(thead th strong):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(ol):not(:where([class~="not-prose"] *)) { list-style-type: decimal; margin-bottom: 1.25em; margin-top: 1.25em; }
[dir="ltr"] .prose :where(ol):not(:where([class~="not-prose"] *)) { padding-left: 1.625em; }
[dir="rtl"] .prose :where(ol):not(:where([class~="not-prose"] *)) { padding-right: 1.625em; }
.prose :where(ol[type="A"]):not(:where([class~="not-prose"] *)) { list-style-type: upper-alpha; }
.prose :where(ol[type="a"]):not(:where([class~="not-prose"] *)) { list-style-type: lower-alpha; }
.prose :where():not(:where([class~="not-prose"] *)) { list-style-type: upper-alpha; }
.prose :where():not(:where([class~="not-prose"] *)) { list-style-type: lower-alpha; }
.prose :where(ol[type="I"]):not(:where([class~="not-prose"] *)) { list-style-type: upper-roman; }
.prose :where(ol[type="i"]):not(:where([class~="not-prose"] *)) { list-style-type: lower-roman; }
.prose :where():not(:where([class~="not-prose"] *)) { list-style-type: upper-roman; }
.prose :where():not(:where([class~="not-prose"] *)) { list-style-type: lower-roman; }
.prose :where(ol[type="1"]):not(:where([class~="not-prose"] *)) { list-style-type: decimal; }
.prose :where(ul):not(:where([class~="not-prose"] *)) { list-style-type: disc; margin-bottom: 1.25em; margin-top: 1.25em; }
[dir="ltr"] .prose :where(ul):not(:where([class~="not-prose"] *)) { padding-left: 1.625em; }
[dir="rtl"] .prose :where(ul):not(:where([class~="not-prose"] *)) { padding-right: 1.625em; }
.prose :where(ol > li):not(:where([class~="not-prose"] *))::marker { color: var(--tw-prose-counters); font-weight: 400; }
.prose :where(ul > li):not(:where([class~="not-prose"] *))::marker { color: var(--tw-prose-bullets); }
.prose :where(hr):not(:where([class~="not-prose"] *)) { border-color: var(--tw-prose-hr); border-top-width: 1px; margin-bottom: 3em; margin-top: 3em; }
.prose :where(blockquote):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-quotes); font-style: normal; font-weight: 500; margin-bottom: 1.6em; margin-top: 1.6em; quotes: "“" "”" "‘" "’"; }
[dir="ltr"] .prose :where(blockquote):not(:where([class~="not-prose"] *)) { border-left-color: var(--tw-prose-quote-borders); border-left-width: 0.25rem; padding-left: 1em; }
[dir="rtl"] .prose :where(blockquote):not(:where([class~="not-prose"] *)) { border-right-color: var(--tw-prose-quote-borders); border-right-width: 0.25rem; padding-right: 1em; }
.prose :where(blockquote p:first-of-type):not(:where([class~="not-prose"] *))::before { content: open-quote; }
.prose :where(blockquote p:last-of-type):not(:where([class~="not-prose"] *))::after { content: close-quote; }
.prose :where(h1):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-headings); font-size: 2.25em; font-weight: 800; line-height: 1.11111; margin-bottom: 0.888889em; margin-top: 0px; }
.prose :where(h1 strong):not(:where([class~="not-prose"] *)) { color: inherit; font-weight: 900; }
.prose :where(h2):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-headings); font-size: 1.5em; font-weight: 700; line-height: 1.33333; margin-bottom: 1em; margin-top: 2em; }
.prose :where(h2 strong):not(:where([class~="not-prose"] *)) { color: inherit; font-weight: 800; }
.prose :where(h3):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-headings); font-size: 1.25em; font-weight: 600; line-height: 1.6; margin-bottom: 0.6em; margin-top: 1.6em; }
.prose :where(h3 strong):not(:where([class~="not-prose"] *)) { color: inherit; font-weight: 700; }
.prose :where(h4):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-headings); font-weight: 600; line-height: 1.5; margin-bottom: 0.5em; margin-top: 1.5em; }
.prose :where(h4 strong):not(:where([class~="not-prose"] *)) { color: inherit; font-weight: 700; }
.prose :where(img):not(:where([class~="not-prose"] *)) { margin-bottom: 2em; margin-top: 2em; }
.prose :where(figure > *):not(:where([class~="not-prose"] *)) { margin-bottom: 0px; margin-top: 0px; }
.prose :where(figcaption):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-captions); font-size: 0.875em; line-height: 1.42857; margin-top: 0.857143em; }
.prose :where(code):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-code); font-size: 0.875em; font-weight: 600; }
.prose :where(code):not(:where([class~="not-prose"] *))::before { content: "`"; }
.prose :where(code):not(:where([class~="not-prose"] *))::after { content: "`"; }
.prose :where(a code):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(h1 code):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(h2 code):not(:where([class~="not-prose"] *)) { color: inherit; font-size: 0.875em; }
.prose :where(h3 code):not(:where([class~="not-prose"] *)) { color: inherit; font-size: 0.9em; }
.prose :where(h4 code):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(blockquote code):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(thead th code):not(:where([class~="not-prose"] *)) { color: inherit; }
.prose :where(pre):not(:where([class~="not-prose"] *)) { background-color: transparent; border-radius: 0.375rem; color: currentcolor; font-size: 0.875em; font-weight: 400; line-height: 1.71429; margin: 0px; overflow-x: auto; padding: 0px; }
.prose :where(pre code):not(:where([class~="not-prose"] *)) { background-color: transparent; border-radius: 0px; border-width: 0px; color: inherit; font-family: inherit; font-size: inherit; font-weight: inherit; line-height: inherit; padding: 0px; }
.prose :where(pre code):not(:where([class~="not-prose"] *))::before { content: none; }
.prose :where(pre code):not(:where([class~="not-prose"] *))::after { content: none; }
.prose :where(table):not(:where([class~="not-prose"] *)) { font-size: 0.875em; line-height: 1.71429; margin-bottom: 2em; margin-top: 2em; table-layout: auto; width: 100%; }
[dir="ltr"] .prose :where(table):not(:where([class~="not-prose"] *)) { text-align: left; }
[dir="rtl"] .prose :where(table):not(:where([class~="not-prose"] *)) { text-align: right; }
.prose :where(thead):not(:where([class~="not-prose"] *)) { border-bottom-color: var(--tw-prose-th-borders); border-bottom-width: 1px; }
.prose :where(thead th):not(:where([class~="not-prose"] *)) { color: var(--tw-prose-headings); font-weight: 600; padding-bottom: 0.571429em; padding-left: 0.571429em; padding-right: 0.571429em; vertical-align: bottom; }
.prose :where(tbody tr):not(:where([class~="not-prose"] *)) { border-bottom-color: var(--tw-prose-td-borders); border-bottom-width: 1px; }
.prose :where(tbody tr:last-child):not(:where([class~="not-prose"] *)) { border-bottom-width: 0px; }
.prose :where(tbody td):not(:where([class~="not-prose"] *)) { vertical-align: baseline; }
.prose :where(tfoot):not(:where([class~="not-prose"] *)) { border-top-color: var(--tw-prose-th-borders); border-top-width: 1px; }
.prose :where(tfoot td):not(:where([class~="not-prose"] *)) { vertical-align: top; }
.prose { --tw-prose-body: var(--text-primary); --tw-prose-headings: var(--text-primary); --tw-prose-lead: var(--text-primary); --tw-prose-links: var(--text-primary); --tw-prose-bold: var(--text-primary); --tw-prose-counters: var(--text-primary); --tw-prose-bullets: var(--text-primary); --tw-prose-hr: var(--border-xheavy); --tw-prose-quotes: var(--text-primary); --tw-prose-quote-borders: #e5e7eb; --tw-prose-captions: var(--text-secondary); --tw-prose-code: var(--text-primary); --tw-prose-pre-code: #e5e7eb; --tw-prose-pre-bg: #1f2937; --tw-prose-th-borders: #d1d5db; --tw-prose-td-borders: #e5e7eb; --tw-prose-invert-body: var(--text-primary); --tw-prose-invert-headings: var(--text-primary); --tw-prose-invert-lead: var(--text-primary); --tw-prose-invert-links: var(--text-primary); --tw-prose-invert-bold: var(--text-primary); --tw-prose-invert-counters: var(--text-primary); --tw-prose-invert-bullets: var(--text-primary); --tw-prose-invert-hr: var(--border-xheavy); --tw-prose-invert-quotes: var(--text-primary); --tw-prose-invert-quote-borders: #374151; --tw-prose-invert-captions: var(--text-secondary); --tw-prose-invert-code: var(--text-primary); --tw-prose-invert-pre-code: #d1d5db; --tw-prose-invert-pre-bg: rgba(0,0,0,.5); --tw-prose-invert-th-borders: #4b5563; --tw-prose-invert-td-borders: #374151; font-size: 1rem; line-height: 1.75; }
.prose :where(p):not(:where([class~="not-prose"] *)) { margin-bottom: 1.25em; margin-top: 1.25em; }
.prose :where(video):not(:where([class~="not-prose"] *)) { margin-bottom: 2em; margin-top: 2em; }
.prose :where(figure):not(:where([class~="not-prose"] *)) { margin-bottom: 2em; margin-top: 2em; }
.prose :where(li):not(:where([class~="not-prose"] *)) { margin-bottom: 0.5em; margin-top: 0.5em; }
[dir="ltr"] .prose :where(ol > li):not(:where([class~="not-prose"] *)) { padding-left: 0.375em; }
[dir="rtl"] .prose :where(ol > li):not(:where([class~="not-prose"] *)) { padding-right: 0.375em; }
[dir="ltr"] .prose :where(ul > li):not(:where([class~="not-prose"] *)) { padding-left: 0.375em; }
[dir="rtl"] .prose :where(ul > li):not(:where([class~="not-prose"] *)) { padding-right: 0.375em; }
.prose :where(.prose > ul > li p):not(:where([class~="not-prose"] *)) { margin-bottom: 0.75em; margin-top: 0.75em; }
.prose :where(.prose > ul > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.25em; }
.prose :where(.prose > ul > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.25em; }
.prose :where(.prose > ol > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.25em; }
.prose :where(.prose > ol > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.25em; }
.prose :where(ul ul, ul ol, ol ul, ol ol):not(:where([class~="not-prose"] *)) { margin-bottom: 0.75em; margin-top: 0.75em; }
.prose :where(hr + *):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose :where(h2 + *):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose :where(h3 + *):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose :where(h4 + *):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
[dir="ltr"] .prose :where(thead th:first-child):not(:where([class~="not-prose"] *)) { padding-left: 0px; }
[dir="rtl"] .prose :where(thead th:first-child):not(:where([class~="not-prose"] *)) { padding-right: 0px; }
[dir="ltr"] .prose :where(thead th:last-child):not(:where([class~="not-prose"] *)) { padding-right: 0px; }
[dir="rtl"] .prose :where(thead th:last-child):not(:where([class~="not-prose"] *)) { padding-left: 0px; }
.prose :where(tbody td, tfoot td):not(:where([class~="not-prose"] *)) { padding: 0.571429em; }
[dir="ltr"] .prose :where(tbody td:first-child, tfoot td:first-child):not(:where([class~="not-prose"] *)) { padding-left: 0px; }
[dir="rtl"] .prose :where(tbody td:first-child, tfoot td:first-child):not(:where([class~="not-prose"] *)) { padding-right: 0px; }
[dir="ltr"] .prose :where(tbody td:last-child, tfoot td:last-child):not(:where([class~="not-prose"] *)) { padding-right: 0px; }
[dir="rtl"] .prose :where(tbody td:last-child, tfoot td:last-child):not(:where([class~="not-prose"] *)) { padding-left: 0px; }
.prose :where(.prose > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose :where(.prose > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 0px; }
.prose-sm :where(.prose > ul > li p):not(:where([class~="not-prose"] *)) { margin-bottom: 0.571429em; margin-top: 0.571429em; }
.prose-sm :where(.prose > ul > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.14286em; }
.prose-sm :where(.prose > ul > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.14286em; }
.prose-sm :where(.prose > ol > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.14286em; }
.prose-sm :where(.prose > ol > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.14286em; }
.prose-sm :where(.prose > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose-sm :where(.prose > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 0px; }
.prose-base :where(.prose > ul > li p):not(:where([class~="not-prose"] *)) { margin-bottom: 0.75em; margin-top: 0.75em; }
.prose-base :where(.prose > ul > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.25em; }
.prose-base :where(.prose > ul > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.25em; }
.prose-base :where(.prose > ol > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.25em; }
.prose-base :where(.prose > ol > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.25em; }
.prose-base :where(.prose > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose-base :where(.prose > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 0px; }
.prose-lg :where(.prose > ul > li p):not(:where([class~="not-prose"] *)) { margin-bottom: 0.888889em; margin-top: 0.888889em; }
.prose-lg :where(.prose > ul > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.33333em; }
.prose-lg :where(.prose > ul > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.33333em; }
.prose-lg :where(.prose > ol > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.33333em; }
.prose-lg :where(.prose > ol > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.33333em; }
.prose-lg :where(.prose > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose-lg :where(.prose > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 0px; }
.prose-xl :where(.prose > ul > li p):not(:where([class~="not-prose"] *)) { margin-bottom: 0.8em; margin-top: 0.8em; }
.prose-xl :where(.prose > ul > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.2em; }
.prose-xl :where(.prose > ul > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.2em; }
.prose-xl :where(.prose > ol > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.2em; }
.prose-xl :where(.prose > ol > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.2em; }
.prose-xl :where(.prose > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose-xl :where(.prose > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 0px; }
.prose-2xl :where(.prose > ul > li p):not(:where([class~="not-prose"] *)) { margin-bottom: 0.833333em; margin-top: 0.833333em; }
.prose-2xl :where(.prose > ul > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.33333em; }
.prose-2xl :where(.prose > ul > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.33333em; }
.prose-2xl :where(.prose > ol > li > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 1.33333em; }
.prose-2xl :where(.prose > ol > li > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 1.33333em; }
.prose-2xl :where(.prose > :first-child):not(:where([class~="not-prose"] *)) { margin-top: 0px; }
.prose-2xl :where(.prose > :last-child):not(:where([class~="not-prose"] *)) { margin-bottom: 0px; }
.form-input, .form-multiselect, .form-select, .form-textarea { --tw-shadow: 0 0 transparent; appearance: none; background-color: rgb(255, 255, 255); border-color: rgb(155, 155, 155); border-radius: 0px; border-width: 1px; font-size: 1rem; line-height: 1.5rem; padding: 0.5rem 0.75rem; }
.form-input:focus, .form-multiselect:focus, .form-select:focus, .form-textarea:focus { --tw-ring-offset-width: 0px; --tw-ring-offset-color: #fff; --tw-ring-color: #2563eb; --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(1px + var(--tw-ring-offset-width)) var(--tw-ring-color); border-color: rgb(37, 99, 235); box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow); outline: transparent solid 2px; outline-offset: 2px; }
[dir="ltr"] .form-input:focus, [dir="ltr"] .form-multiselect:focus, [dir="ltr"] .form-select:focus, [dir="ltr"] .form-textarea:focus { --tw-ring-inset: var(--tw-empty,/*!*/ /*!*/); }
[dir="rtl"] .form-input:focus, [dir="rtl"] .form-multiselect:focus, [dir="rtl"] .form-select:focus, [dir="rtl"] .form-textarea:focus { --tw-ring-inset: var(--tw-empty, ); }
.form-input::placeholder, .form-textarea::placeholder { color: rgb(155, 155, 155); opacity: 1; }
.form-input::-webkit-datetime-edit-fields-wrapper { padding: 0px; }
.form-input::-webkit-date-and-time-value { min-height: 1.5em; }
.form-input::-webkit-datetime-edit, .form-input::-webkit-datetime-edit-day-field, .form-input::-webkit-datetime-edit-hour-field, .form-input::-webkit-datetime-edit-meridiem-field, .form-input::-webkit-datetime-edit-millisecond-field, .form-input::-webkit-datetime-edit-minute-field, .form-input::-webkit-datetime-edit-month-field, .form-input::-webkit-datetime-edit-second-field, .form-input::-webkit-datetime-edit-year-field { padding-bottom: 0px; padding-top: 0px; }
.btn { align-items: center; border-color: transparent; border-radius: 0.5rem; border-width: 1px; display: inline-flex; flex-shrink: 0; font-size: 0.875rem; font-weight: 500; justify-content: center; line-height: 1.25rem; min-height: 38px; padding: 0.5rem 0.75rem; pointer-events: auto; }
.btn.focus-visible, .btn:focus { outline: transparent solid 2px; outline-offset: 2px; }
.btn:focus-visible { outline: transparent solid 2px; outline-offset: 2px; }
.btn:disabled { cursor: not-allowed; opacity: 0.5; }
.ZnJ1aXRqdWljZQ .btn { border-radius: 9999px; padding-left: 0.875rem; padding-right: 0.875rem; }
.btn:active { opacity: 0.8; }
.btn-green, .btn-primary { --tw-bg-opacity: 1; --tw-text-opacity: 1; background-color: rgba(16,163,127,var(--tw-bg-opacity)); color: rgba(255,255,255,var(--tw-text-opacity)); }
@media (hover: hover) and (pointer: fine) {
.btn-green:hover, .btn-primary:hover { --tw-bg-opacity: 1; background-color: rgba(26,127,100,var(--tw-bg-opacity)); }
}
.btn-green.focus-visible, .btn-primary.focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(25,195,125,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.btn-green:focus-visible, .btn-primary:focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(25,195,125,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.btn-blue { --tw-bg-opacity: 1; --tw-text-opacity: 1; background-color: rgba(0,102,222,var(--tw-bg-opacity)); color: rgba(255,255,255,var(--tw-text-opacity)); }
@media (hover: hover) and (pointer: fine) {
.btn-blue:hover { --tw-bg-opacity: 1; background-color: rgba(29,78,216,var(--tw-bg-opacity)); }
}
.btn-blue.focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(29,78,216,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.btn-blue:focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(29,78,216,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.ZnJ1aXRqdWljZQ .btn-primary { --tw-bg-opacity: 1; --tw-text-opacity: 1; background-color: rgba(13,13,13,var(--tw-bg-opacity)); color: rgba(255,255,255,var(--tw-text-opacity)); }
@media (hover: hover) and (pointer: fine) {
.ZnJ1aXRqdWljZQ .btn-primary:hover { --tw-bg-opacity: 1; background-color: rgba(33,33,33,var(--tw-bg-opacity)); }
}
.ZnJ1aXRqdWljZQ .btn-primary.focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(155,155,155,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.ZnJ1aXRqdWljZQ .btn-primary:focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(155,155,155,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.ZnJ1aXRqdWljZQ .btn-primary:is(.dark *) { --tw-bg-opacity: 1; --tw-text-opacity: 1; background-color: rgba(249,249,249,var(--tw-bg-opacity)); color: rgba(13,13,13,var(--tw-text-opacity)); }
@media (hover: hover) and (pointer: fine) {
.ZnJ1aXRqdWljZQ .btn-primary:hover:is(.dark *) { --tw-bg-opacity: 1; background-color: rgba(236,236,236,var(--tw-bg-opacity)); }
}
.btn-danger { --tw-bg-opacity: 1; --tw-text-opacity: 1; background-color: rgba(239,68,68,var(--tw-bg-opacity)); color: rgba(255,255,255,var(--tw-text-opacity)); }
@media (hover: hover) and (pointer: fine) {
.btn-danger:hover { --tw-bg-opacity: 1; background-color: rgba(185,28,28,var(--tw-bg-opacity)); }
}
.btn-danger.focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(248,113,113,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.btn-danger:focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(248,113,113,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
@media (hover: hover) and (pointer: fine) {
.btn-danger:disabled:hover { --tw-bg-opacity: 1; background-color: rgba(185,28,28,var(--tw-bg-opacity)); }
}
.btn-danger-outline { --tw-border-opacity: 1; --tw-text-opacity: 1; background-color: var(--main-surface-primary); border-color: rgba(220,38,38,var(--tw-border-opacity)); border-width: 1px; color: rgba(220,38,38,var(--tw-text-opacity)); }
@media (hover: hover) and (pointer: fine) {
.btn-danger-outline:hover { background-color: var(--main-surface-secondary); }
}
.btn-danger-outline.focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(220,38,38,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.btn-danger-outline:focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(220,38,38,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.btn-secondary { background-color: var(--main-surface-primary); border-color: var(--border-medium); border-width: 1px; color: var(--text-primary); font-size: 0.875rem; line-height: 1.25rem; }
@media (hover: hover) and (pointer: fine) {
.btn-secondary:hover { background-color: var(--main-surface-secondary); }
}
.btn-secondary.focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(103,103,103,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
.btn-secondary:focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-opacity: 1; --tw-ring-color: rgba(103,103,103,var(--tw-ring-opacity)); --tw-ring-offset-width: 2px; box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); }
@media (hover: hover) and (pointer: fine) {
.btn-ghost:hover { background-color: rgba(0, 0, 0, 0.05); }
}
.btn-ghost.focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-color: rgba(0,0,0,.05); box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); outline: transparent solid 2px; outline-offset: 2px; }
.btn-ghost:focus-visible { --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(2px + var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-color: rgba(0,0,0,.05); box-shadow: var(--tw-ring-offset-shadow),var(--tw-ring-shadow),var(--tw-shadow,0 0 transparent); outline: transparent solid 2px; outline-offset: 2px; }
@media (hover: hover) and (pointer: fine) {
.btn-ghost:hover:is(.dark *) { background-color: rgba(255, 255, 255, 0.1); }
}
.btn-small { min-height: 30px; padding: 0.25rem 0.5rem; }
.ZnJ1aXRqdWljZQ .btn-small { padding-left: 0.75rem; padding-right: 0.75rem; }
.btn-giant, .btn-large { min-height: 46px; }
.btn-large { padding-bottom: 0.75rem; padding-top: 0.75rem; }
.ZnJ1aXRqdWljZQ .btn-large { padding-left: 1rem; padding-right: 1rem; }
.btn-giant { font-size: 1rem; font-weight: 600; line-height: 1.5rem; padding: 0.625rem 1.25rem; }
.ZnJ1aXRqdWljZQ .btn-giant { padding-left: 1.5rem; padding-right: 1.5rem; }
.divide-token-border-light > :not([hidden]) ~ :not([hidden]) { border-color: rgba(0, 0, 0, 0.1); }
.border-token-border-heavy { border-color: rgba(0, 0, 0, 0.2); }
.border-token-border-light { border-color: rgba(0, 0, 0, 0.1); }
.border-token-border-medium { border-color: rgba(0, 0, 0, 0.15); }
.border-token-border-xheavy { border-color: rgba(0, 0, 0, 0.25); }
.border-token-main-surface-primary { }
.border-token-main-surface-secondary { }
.border-token-main-surface-tertiary { }
.border-token-surface-error\/15 { }
.border-token-text-primary { }
.border-token-text-secondary { }
.border-token-text-tertiary { }
.border-y-token-border-medium { border-bottom-color: rgba(0, 0, 0, 0.15); border-top-color: rgba(0, 0, 0, 0.15); }
[dir="ltr"] .border-l-token-sidebar-surface-secondary { }
[dir="rtl"] .border-l-token-sidebar-surface-secondary { }
.\!bg-token-main-surface-primary { }
.\!bg-token-text-primary { }
.bg-token-border-light { background-color: rgba(0, 0, 0, 0.1); }
.bg-token-border-medium { background-color: rgba(0, 0, 0, 0.15); }
.bg-token-main-surface-primary { }
.bg-token-main-surface-secondary { }
.bg-token-main-surface-tertiary { }
.bg-token-sidebar-surface-primary { }
.bg-token-sidebar-surface-secondary { }
.bg-token-sidebar-surface-tertiary { }
.bg-token-surface-error { background-color: rgb(theme(colors.red.700)/var(--tw-bg-opacity)); }
.bg-token-text-primary { }
.bg-token-text-quaternary { }
.bg-token-text-secondary { }
.bg-token-text-tertiary { }
.fill-token-main-surface-primary { }
.stroke-token-main-surface-tertiary { }
.\!text-token-main-surface-primary { }
.\!text-token-text-primary { }
.text-token-link { color: rgb(41, 100, 170); }
.text-token-main-surface-primary { }
.text-token-main-surface-tertiary { }
.text-token-text-error { }
.text-token-text-primary { }
.text-token-text-quaternary { }
.text-token-text-secondary { }
.text-token-text-tertiary { }
.decoration-token-link { text-decoration-color: rgb(41, 100, 170); }
.decoration-token-text-primary { }
.caret-token-text-primary { }
body, html { background-color: var(--main-surface-primary); }
#__next, #root, body, html { height: 100%; }
.markdown { max-width: none; }
.markdown h1 { font-weight: 600; }
.markdown h1:first-child { margin-top: 0px; }
.markdown h2 { font-weight: 600; margin-bottom: 1rem; margin-top: 2rem; }
.markdown h2:first-child { margin-top: 0px; }
.markdown h3 { font-weight: 600; margin-bottom: 0.5rem; margin-top: 1rem; }
.markdown h3:first-child { margin-top: 0px; }
.markdown h4 { font-weight: 600; margin-bottom: 0.5rem; margin-top: 1rem; }
.markdown h4:first-child { margin-top: 0px; }
.markdown h5 { font-weight: 600; }
.markdown h5:first-child { margin-top: 0px; }
.markdown blockquote { --tw-border-opacity: 1; border-color: rgba(155,155,155,var(--tw-border-opacity)); line-height: 1.5rem; margin: 0px; padding-bottom: 0.5rem; padding-top: 0.5rem; }
[dir="ltr"] .markdown blockquote { border-left-width: 2px; padding-left: 1rem; }
[dir="rtl"] .markdown blockquote { border-right-width: 2px; padding-right: 1rem; }
.markdown blockquote > p { margin: 0px; }
.markdown blockquote > p::after, .markdown blockquote > p::before { display: none; }
.markdown table { --tw-border-spacing-x: 0px; --tw-border-spacing-y: 0px; border-collapse: separate; border-spacing: var(--tw-border-spacing-x) var(--tw-border-spacing-y); margin-bottom: 0.25rem; margin-top: 0.25rem; width: 100%; }
.markdown th { background-color: var(--border-light); border-bottom-width: 1px; border-color: var(--border-medium); border-top-width: 1px; padding: 0.25rem 0.75rem; }
[dir="ltr"] .markdown th { border-left-width: 1px; }
[dir="rtl"] .markdown th { border-right-width: 1px; }
[dir="ltr"] .markdown th:first-child { border-top-left-radius: 0.375rem; }
[dir="rtl"] .markdown th:first-child { border-top-right-radius: 0.375rem; }
[dir="ltr"] .markdown th:last-child { border-right-width: 1px; border-top-right-radius: 0.375rem; }
[dir="rtl"] .markdown th:last-child { border-left-width: 1px; border-top-left-radius: 0.375rem; }
.markdown td { border-bottom-width: 1px; border-color: var(--border-medium); padding: 0.25rem 0.75rem; }
[dir="ltr"] .markdown td { border-left-width: 1px; }
[dir="ltr"] .markdown td:last-child, [dir="rtl"] .markdown td { border-right-width: 1px; }
[dir="rtl"] .markdown td:last-child { border-left-width: 1px; }
[dir="ltr"] .markdown tbody tr:last-child td:first-child { border-bottom-left-radius: 0.375rem; }
[dir="ltr"] .markdown tbody tr:last-child td:last-child, [dir="rtl"] .markdown tbody tr:last-child td:first-child { border-bottom-right-radius: 0.375rem; }
[dir="rtl"] .markdown tbody tr:last-child td:last-child { border-bottom-left-radius: 0.375rem; }
.markdown a { color: var(--link); font-weight: 400; text-decoration-line: none; }
@media (hover: hover) and (pointer: fine) {
.markdown a:hover { color: var(--link-hover); }
}
.gizmo .markdown > :not(pre), .gizmo .markdown > :not(pre) > :not(a) { color: var(--text-primary); }
@keyframes blink {
100% { visibility: hidden; }
}
.result-streaming > :not(ol):not(ul):not(pre):last-child::after, .result-streaming > pre:last-child code::after { content: "●"; font-family: Circle, system-ui, -apple-system, "Segoe UI", Roboto, Ubuntu, Cantarell, "Noto Sans", sans-serif; line-height: normal; vertical-align: baseline; }
[dir="ltr"] .result-streaming > :not(ol):not(ul):not(pre):last-child::after, [dir="ltr"] .result-streaming > pre:last-child code::after { margin-left: 0.25rem; }
[dir="rtl"] .result-streaming > :not(ol):not(ul):not(pre):last-child::after, [dir="rtl"] .result-streaming > pre:last-child code::after { margin-right: 0.25rem; }
.result-thinking:empty:last-child::after { -webkit-font-smoothing: subpixel-antialiased; animation: 1.25s ease-in-out 0s infinite normal none running pulseSize; backface-visibility: hidden; background-color: var(--text-primary); border-radius: 50%; box-sizing: border-box; content: " "; display: block; height: 12px; position: absolute; top: 7px; transform: translateZ(0px); transform-origin: center center; width: 12px; will-change: transform; }
@supports (selector(:has(*))) {
.result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child::after, .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child > ol:last-child > li:last-child::after, .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child > ul:last-child > li:last-child::after, .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child::after, .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child > ol:last-child > li:last-child::after, .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child > ul:last-child > li:last-child::after, .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child::after, .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child > ol:last-child > li:last-child::after, .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child > ul:last-child > li:last-child::after, .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child::after, .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child > ol:last-child > li:last-child::after, .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child > ul:last-child > li:last-child::after, .result-streaming > ul:last-child > li:last-child[*|\:not-has\(]::after { content: "●"; font-family: Circle, system-ui, -apple-system, "Segoe UI", Roboto, Ubuntu, Cantarell, "Noto Sans", sans-serif; line-height: normal; vertical-align: baseline; }
.result-streaming > ul:last-child > li:last-child:not(:has(* > li))::after { content: "●"; font-family: Circle, system-ui, -apple-system, "Segoe UI", Roboto, Ubuntu, Cantarell, "Noto Sans", sans-serif; line-height: normal; vertical-align: baseline; }
.result-streaming > ol:last-child > li:last-child[*|\:not-has\(]::after { content: "●"; font-family: Circle, system-ui, -apple-system, "Segoe UI", Roboto, Ubuntu, Cantarell, "Noto Sans", sans-serif; line-height: normal; vertical-align: baseline; }
.result-streaming > ol:last-child > li:last-child:not(:has(* > li))::after { content: "●"; font-family: Circle, system-ui, -apple-system, "Segoe UI", Roboto, Ubuntu, Cantarell, "Noto Sans", sans-serif; line-height: normal; vertical-align: baseline; }
[dir="ltr"] .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="ltr"] .result-streaming > ul:last-child > li:last-child[*|\:not-has\(]::after { margin-left: 0.25rem; }
[dir="ltr"] .result-streaming > ul:last-child > li:last-child:not(:has(* > li))::after { margin-left: 0.25rem; }
[dir="ltr"] .result-streaming > ol:last-child > li:last-child[*|\:not-has\(]::after { margin-left: 0.25rem; }
[dir="ltr"] .result-streaming > ol:last-child > li:last-child:not(:has(* > li))::after { margin-left: 0.25rem; }
[dir="rtl"] .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ol:last-child > li:last-child > ol:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ol:last-child > li:last-child > ul:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ul:last-child > li:last-child > ol:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child > ol:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ul:last-child > li:last-child > ul:last-child > li:last-child > ul:last-child > li:last-child::after, [dir="rtl"] .result-streaming > ul:last-child > li:last-child[*|\:not-has\(]::after { margin-right: 0.25rem; }
[dir="rtl"] .result-streaming > ul:last-child > li:last-child:not(:has(* > li))::after { margin-right: 0.25rem; }
[dir="rtl"] .result-streaming > ol:last-child > li:last-child[*|\:not-has\(]::after { margin-right: 0.25rem; }
[dir="rtl"] .result-streaming > ol:last-child > li:last-child:not(:has(* > li))::after { margin-right: 0.25rem; }
}
@supports not (selector(:has(*))) {