:root{--paper:#fbfaf7;--white:#fff;--ink:#1d2728;--muted:#586466;--line:#dedfda;--blue:#285bed;--blue-wash:#edf2ff;--amber:#a85b13;--amber-wash:#fff3df;--green:#007561;--green-wash:#e9f5ef;--violet:#7451ba;--red:#b04437;--radius:18px;--max:1160px;--ease:cubic-bezier(.2,.65,.25,1)}
*{box-sizing:border-box}html{scroll-behavior:smooth;scroll-padding-top:28px}body{margin:0;background:var(--paper);color:var(--ink);font-family:Inter,-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;font-size:16px;line-height:1.6}button,input{font:inherit}button,a{-webkit-tap-highlight-color:transparent}a{color:inherit;text-underline-offset:4px}button{cursor:pointer}button:focus-visible,a:focus-visible,input:focus-visible,summary:focus-visible{outline:3px solid var(--blue);outline-offset:5px}img,svg{max-width:100%}button:disabled{opacity:.3;cursor:default}.wrap{max-width:var(--max);width:calc(100% - 96px);margin-inline:auto}.nav{display:flex;justify-content:space-between;align-items:center;padding:28px 0}.wordmark{font-size:18px;letter-spacing:-.5px;font-weight:750;text-decoration:none;display:flex;align-items:center;gap:10px}.mark{color:var(--green);font-size:30px;line-height:1}.nav nav{display:flex;gap:30px;font-size:14px}.nav nav a{text-decoration:none}.nav nav a:hover{text-decoration:underline}.hero{display:grid;grid-template-columns:1fr 1fr;gap:58px;align-items:center;padding-block:68px 90px}.eyebrow{font-size:11px;font-weight:750;text-transform:uppercase;letter-spacing:1.7px;color:var(--green);margin:0 0 16px}.hero h1{font-family:Georgia,'Times New Roman',serif;font-weight:500;font-size:clamp(38px,4.3vw,58px);line-height:1.08;letter-spacing:-2.2px;margin:0 0 25px;text-wrap:balance}.hero h1 em{font-style:normal;color:var(--green)}.lead{font-size:19px;line-height:1.6;max-width:520px}.hero-motive{max-width:510px;color:var(--muted);font-size:15px}.author{font-size:14px;margin:20px 0}.links{display:flex;align-items:center;gap:12px;flex-wrap:wrap}.button{display:inline-flex;justify-content:center;align-items:center;min-height:44px;padding:10px 18px;border:1px solid var(--line);border-radius:9px;color:var(--ink);background:transparent;text-decoration:none;font-size:14px;font-weight:650}.button:hover{background:#f0f0eb}.button.primary{color:white;background:var(--green);border-color:var(--green)}.button.primary:hover{background:#005b4c}.text-link{font-size:13px;font-weight:600}.panel{background:var(--white);border:1px solid var(--line);border-radius:var(--radius)}.panel-top{display:flex;align-items:center;justify-content:space-between;gap:12px}.panel-top h3{margin:0;font-size:15px;font-weight:650}.label{font-size:13px;font-weight:650}.icon-button{display:grid;place-items:center;width:44px;height:44px;flex:none;border:1px solid var(--line);border-radius:50%;background:transparent;color:var(--ink);font-size:17px;line-height:1}.icon-button:hover{background:#f2f3ef}.pill{display:inline-flex;border-radius:5px;padding:4px 8px;font-size:10px;font-weight:700;white-space:nowrap}.blue{color:var(--blue);background:var(--blue-wash)}.amber{color:var(--amber);background:var(--amber-wash)}.violet{color:var(--violet)}.pill.violet{background:#f1edfb}.method-demo{padding:24px;min-width:0}.demo-caption{font-size:11px;line-height:1.5;color:var(--muted);margin:15px 0 0}.paused *{animation-play-state:paused!important}
.section{padding-block:74px;border-top:1px solid var(--line)}.section-heading{display:flex;justify-content:space-between;align-items:flex-end;gap:24px;margin-bottom:30px}.section-heading h2,.takeaway h2{font-family:Georgia,'Times New Roman',serif;font-weight:400;font-size:clamp(30px,3.4vw,43px);letter-spacing:-1.3px;line-height:1.13;margin:0}.section-heading .eyebrow{margin-bottom:12px}.section-number{font-size:13px;white-space:nowrap}.stats{display:grid;grid-template-columns:repeat(3,1fr);gap:32px;margin:40px 0}.stats>div+div{border-left:1px solid var(--line);padding-left:32px}.stats strong{font-size:56px;font-weight:550;line-height:1;letter-spacing:-3px;font-variant-numeric:tabular-nums}.stats strong span{font-size:28px;font-weight:400;color:var(--muted);letter-spacing:-1px}.stats p{font-size:14px;max-width:230px;margin:12px 0 0}.controlled-grid{display:grid;grid-template-columns:1.6fr 1fr;gap:22px}.chart-panel{padding:24px;min-width:0;--route-label-width:140px}.chart-axis,.route-row{display:grid;grid-template-columns:var(--route-label-width) minmax(0,1fr) 52px;column-gap:10px;align-items:center}.chart-axis{margin:26px 0 7px;font-size:10px;color:var(--muted)}.axis-scale{position:relative;height:22px}.axis-tick{position:absolute;top:0;width:0;height:22px}.axis-tick>span{display:block;width:max-content;transform:translateX(-50%)}.axis-tick:first-child>span{transform:none}.axis-tick:last-child>span{transform:translateX(-100%)}.axis-heading{text-align:right}.route-row{appearance:none;border:0;background:transparent;width:100%;padding:8px 0;min-height:46px;text-align:left;color:inherit;border-radius:6px}.route-row:hover,.route-row[aria-pressed=true]{background:#f5f6f3}.route-label{font-size:11px;padding-left:4px}.route-plot{display:block;position:relative;height:30px;min-width:0}.route-zero{position:absolute;top:0;bottom:0;border-left:1px dashed #b8bebd;transform:translateX(-.5px)}.route-interval{position:absolute;top:50%;height:4px;transform:translateY(-50%);background:#aec3ff;border-radius:2px}.route-interval:before,.route-interval:after{content:'';position:absolute;top:-3px;height:10px;width:2px;background:#7b9df6}.route-interval:before{left:0}.route-interval:after{right:0}.route-median{position:absolute;top:50%;width:9px;height:9px;border-radius:50%;background:var(--blue);transform:translate(-50%,-50%)}.route-value{font-size:11px;font-weight:600;color:var(--blue);text-align:right;font-variant-numeric:tabular-nums}.route-detail{padding:28px;display:flex;flex-direction:column;justify-content:center;min-width:0}.route-detail h3{font-size:19px;line-height:1.3;margin:0 0 12px}.detail-change{font-size:48px;line-height:1.1;letter-spacing:-2px;color:var(--blue);font-variant-numeric:tabular-nums}.detail-sub{font-size:13px;margin:8px 0 20px}.detail-grid{display:grid;grid-template-columns:1fr 1fr;gap:14px 20px;font-size:12px}.detail-grid strong{font-size:18px;font-weight:600;display:block}.detail-grid span{color:var(--muted)}.data-scope{font-size:12px;color:var(--muted);line-height:1.6;margin-top:22px}.paper-figure{margin-top:26px}.paper-figure summary,.objective summary{cursor:pointer;font-size:14px;font-weight:600}.paper-figure img{display:block;max-width:740px;width:100%;margin:26px auto;background:white;border-radius:10px}.paper-figure p{font-size:14px;max-width:850px}.deployment-intro{display:grid;grid-template-columns:1.3fr 1fr;gap:60px;margin-bottom:28px;max-width:990px}.deployment-intro p{margin:0;font-size:16px}.deployment-intro p:last-child{font-size:14px}.deployment-intro strong{color:var(--green)}.segmented{display:flex;width:max-content;max-width:100%;padding:4px;background:#eceee8;border-radius:10px;margin-bottom:20px;gap:2px}.segmented button,.mini-controls button,.variant-tabs button{border:0;background:transparent;font-size:12px;padding:8px 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.carousel-arrows{display:flex;gap:9px}.variant-tabs{display:flex;gap:5px;margin-bottom:20px;overflow-x:auto;scrollbar-width:thin}.variant-tabs button{font-size:14px;border-radius:0;border-bottom:2px solid transparent;padding:9px 14px}.variant-tabs button[aria-selected=true]{border-bottom-color:var(--green);color:var(--green)}.variant-track{display:flex;gap:22px;overflow-x:auto;scroll-snap-type:x mandatory;padding:0 0 18px;scrollbar-width:thin;scrollbar-color:#bdc7bd transparent}.variant{flex:0 0 76%;min-width:0;padding:30px;scroll-snap-align:start;scroll-margin-left:0;overflow:hidden}.variant-title{display:flex;gap:13px;align-items:center}.variant-title h3{font-size:24px;line-height:1.2;letter-spacing:-.5px;margin:0}.count{color:var(--green);font:13px ui-monospace,monospace}.animation{height:240px;display:grid;align-items:center;margin-top:8px}.animation svg{width:100%;height:auto;max-height:240px;overflow:visible}.animation text{font:13px -apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;fill:var(--ink)}.animation .small-text{font-size:10px;fill:var(--muted)}.node{fill:var(--blue-wash);stroke:#b6c9f7;stroke-width:1.2}.node.compactor-node{fill:var(--amber-wash);stroke:#e8c78b}.node.tool-node{fill:var(--green-wash);stroke:#9fcdbb}.node.muted-node{fill:#f2f3ef;stroke:#d6dcd4}.flow-line{fill:none;stroke:#c6ceca;stroke-width:1.5}.flow-beam{fill:none;stroke:var(--green);stroke-width:3;stroke-dasharray:9 130;animation:flow 3.5s linear infinite;animation-play-state:paused}.variant.active .flow-beam{animation-play-state:running}.faded{opacity:.2}.state-line{stroke:var(--blue);stroke-width:4;stroke-linecap:round;opacity:.5}.state-line.amber-line{stroke:var(--amber)}.state-line.green-line{stroke:var(--green)}.pulsing{animation:pulse 3s ease-in-out infinite;animation-play-state:paused}.variant.active .pulsing{animation-play-state:running}.variant-track:not(.in-view) *{animation-play-state:paused!important}.mini-controls{display:flex;gap:6px;align-items:center;flex-wrap:wrap;margin:0 0 15px}.mini-controls button{border:1px solid var(--line);padding:6px 12px;color:var(--ink)}.mini-controls button[aria-pressed=true]{background:var(--green-wash);color:var(--green);border-color:#a2cdbc}.variant>p{font-size:14px;line-height:1.7;max-width:640px;margin:14px 0 0}.toy-label{font-size:10px;color:var(--muted)}.timeline-block{fill:var(--amber-wash);stroke:#e8c78b}.timeline-block.tool{fill:var(--blue-wash);stroke:#b6c9f7}.time-marker{stroke:var(--green);stroke-width:2;animation:timewalk 6s linear infinite;animation-play-state:paused}.variant.active .time-marker{animation-play-state:running}
.training-section{padding-bottom:65px}.training-intro{max-width:760px;font-size:18px;line-height:1.75;margin:0 0 30px}.legend{display:flex;gap:16px;font-size:11px;margin:12px 0;flex-wrap:wrap}.legend span{display:flex;align-items:center;gap:6px}.legend i{width:8px;height:8px;border-radius:2px}.teacher-key{background:var(--amber)}.student-key{background:var(--blue)}.loss-line{display:flex;justify-content:space-between;gap:15px;border-top:1px solid var(--line);padding-top:15px;font-size:12px}.loss-line strong{font:20px ui-monospace,monospace;color:var(--violet)}.slider-label{display:flex;align-items:center;gap:16px;font-size:11px;margin-top:16px}.slider-label input{width:100%;min-width:40px;accent-color:var(--blue)}.objective{margin-top:25px}.objective p{font-size:14px;max-width:900px}.equation{font:14px ui-monospace,monospace!important;padding:20px;background:#f1efea;border-radius:8px;overflow-x:auto}.takeaway{padding-block:80px;border-top:1px solid var(--line);max-width:820px}.takeaway h2{font-size:45px}.takeaway>p:not(.eyebrow){font-size:18px;line-height:1.85;margin:25px 0}.takeaway .links{margin-top:30px}footer{border-top:1px solid var(--line);padding-block:28px 38px;display:flex;gap:25px;font-size:12px;color:var(--muted)}footer span{margin-right:auto}dialog{border:1px solid var(--line);border-radius:16px;padding:30px;max-width:min(680px,calc(100% - 32px));background:var(--paper);color:var(--ink)}dialog::backdrop{background:#14232166}dialog form{float:right}dialog h2{font:28px Georgia,serif;margin-top:0}dialog pre{white-space:pre-wrap;overflow-wrap:anywhere;font:12px/1.8 ui-monospace,monospace;max-height:50vh;overflow:auto}noscript p{padding-bottom:40px}
.model-choice{transition:opacity .2s}.model-choice:not(.selected){opacity:.75}
.walkthrough{--rollout:0;--rewrite:0;padding:25px;overflow:hidden}
.story-toolbar{display:flex;align-items:center;justify-content:space-between;gap:12px;margin-bottom:22px}
.story-steps{display:flex;gap:7px;flex-wrap:wrap}.story-steps button{border:0;background:transparent;border-radius:6px;padding:6px 9px;color:var(--muted);font-size:12px}.story-steps button span{font:10px ui-monospace,monospace;margin-right:6px}.story-steps button[aria-pressed=true]{background:var(--green-wash);color:var(--green);font-weight:650}
.story-lane-title{font-size:11px;margin-bottom:10px;color:var(--blue)}.story-lane{display:grid;grid-template-columns:64px 17px minmax(0,1fr);gap:8px;align-items:center}.story-actor{display:flex;flex-direction:column;align-items:center;gap:7px}.story-actor>b{font-size:10px;font-weight:600;white-space:nowrap}.actor-shape{display:grid;place-items:center;width:44px;height:44px;border:1px solid currentColor;border-radius:12px;font:22px Georgia,serif}.actor-shape.amber{border-radius:50%}.story-arrow{color:#8c9992}.story-history{display:flex;gap:7px;align-items:center;min-width:0}.story-card{flex:1;min-width:0;min-height:89px;background:var(--blue-wash);border:1px solid #cbd8fa;border-radius:8px;padding:11px 9px}.story-card>b{font-size:10px;font-weight:600;color:var(--blue);white-space:nowrap}.trace-short{display:none}.trace-lines{display:flex;flex-direction:column;gap:7px;margin-top:10px}.trace-lines i{display:block;height:3px;border-radius:3px;background:var(--blue);transform-origin:left;transform:scaleX(clamp(.15,calc(var(--rollout)*4 - var(--line)),1));opacity:.6}.story-tool{display:flex;flex-direction:column;align-items:center;gap:3px;color:var(--green);flex:none}.story-tool span{font-size:17px}.story-tool b{font-size:8px;font-weight:500;white-space:nowrap}.story-connector{margin:15px 0 15px 88px;font-size:10px;color:var(--amber)}.story-connector>span{font-size:20px;margin-right:6px}.compact-lane .story-history{opacity:calc(.45 + .55*var(--rewrite))}.rewritten{min-height:66px;background:var(--amber-wash);border-color:#ebd2a6}.rewritten>b{color:var(--amber)}.rewritten .trace-lines i{background:var(--amber);transform:scaleX(clamp(.2,calc(var(--rewrite)*2 - var(--line)/3),1))}.story-next{display:flex;align-items:center;gap:15px;border-top:1px solid var(--line);padding-top:20px;margin-top:25px}.pill.green{background:var(--green-wash);color:var(--green)}.next-thought{flex:1}.next-thought b{font-size:11px;font-weight:600}.next-thought .trace-lines{max-width:180px}.next-thought .trace-lines i{background:var(--green);width:80%;transform:scaleX(.3)}.next-thought .trace-lines i:nth-child(2){width:62%}.next-thought .trace-lines i:nth-child(3){width:45%}.walkthrough[data-stage="2"] .next-thought .trace-lines i{transform:scaleX(1);transition:transform 1.5s}
.training-walkthrough{padding:28px 32px}.training-walkthrough .story-lane{grid-template-columns:88px 28px minmax(0,1fr);gap:12px}.training-walkthrough .story-card{min-height:92px;padding:12px 20px}.training-walkthrough .story-card>b{font-size:12px}.training-walkthrough .story-actor>b{font-size:12px}.training-walkthrough .story-tool b{font-size:10px}.training-walkthrough .story-history{gap:18px}.training-walkthrough .story-connector{margin-left:140px;font-size:12px}.training-walkthrough .rewritten{min-height:74px}.training-walkthrough[data-stage="1"] .compact-lane .actor-shape,.training-walkthrough[data-stage="2"] .original-lane .actor-shape{animation:processing 1.5s ease-in-out infinite}
.train-connection{display:flex;justify-content:center;gap:20px;flex-wrap:wrap;padding-top:24px;margin-top:25px;border-top:1px solid var(--line)}.train-connection>span{font-size:12px;padding:7px 12px;border-radius:6px}.teacher-context{background:var(--amber-wash);color:var(--amber)}.student-context{background:var(--blue-wash);color:var(--blue)}.mass-stage{margin-top:25px}.mass-heading{display:flex;align-items:center;justify-content:space-between;gap:12px;flex-wrap:wrap}.mass-heading h3{font-size:17px;margin:0}.mass-plot{display:block;width:100%;height:210px;overflow:visible}.mass-plot text{font:11px -apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;fill:var(--muted)}.mass-baseline{stroke:#d5dbd5;stroke-width:1}.teacher-line{fill:none;stroke:var(--amber);stroke-width:3;stroke-dasharray:7 4}.student-line{fill:none;stroke:var(--blue);stroke-width:3}.teacher-fill{fill:var(--amber);opacity:.1}.student-fill{fill:var(--blue);opacity:.12}.mass-stage .loss-line{align-items:center}.weight-update{color:var(--blue);font-size:12px;font-weight:600}.loss-line strong{margin-left:auto}.training-walkthrough:not([data-stage="2"]) .weight-update{opacity:.4}.training-walkthrough .slider-label{max-width:570px;margin-top:20px}.training-walkthrough .slider-label input{flex:1}
@media(max-width:420px){.trace-long{display:none}.trace-short{display:inline}}
@keyframes processing{0%,100%{transform:scale(1)}50%{transform:scale(1.09)}}
@media(max-width:740px){.walkthrough{padding:20px 14px}.story-toolbar{gap:5px}.story-steps{gap:0}.story-steps button{padding:6px 7px;font-size:11px}.story-steps button span{margin-right:3px}.story-lane,.training-walkthrough .story-lane{grid-template-columns:47px 10px minmax(0,1fr);gap:5px}.actor-shape{width:36px;height:36px;font-size:19px}.story-actor>b,.training-walkthrough .story-actor>b{font-size:8px}.story-history,.training-walkthrough .story-history{gap:5px}.story-card,.training-walkthrough .story-card{padding:9px 5px;min-height:80px}.story-card>b,.training-walkthrough .story-card>b{font-size:8px}.story-tool span{font-size:14px}.story-tool b,.training-walkthrough .story-tool b{font-size:7px}.story-connector,.training-walkthrough .story-connector{margin:12px 0 12px 62px;font-size:8px}.rewritten,.training-walkthrough .rewritten{min-height:60px}.trace-lines{gap:6px}.story-next{gap:9px}.story-next .pill{font-size:9px}.next-thought b{font-size:10px}.train-connection{gap:8px;justify-content:flex-start}.train-connection>span{font-size:10px;padding:6px 8px}.mass-heading h3{font-size:15px}.mass-stage .loss-line{gap:10px;flex-wrap:wrap}.mass-stage .weight-update{font-size:11px}.training-walkthrough .slider-label{font-size:11px}.walkthrough .demo-caption{font-size:10px}}
@keyframes flow{to{stroke-dashoffset:-278}}@keyframes pulse{0%,100%{opacity:.15}50%{opacity:1}}@keyframes timewalk{from{transform:translateX(0)}to{transform:translateX(430px)}}
@media(min-width:1500px){.hero{padding-block:95px 110px}.hero h1{font-size:62px}}
@media(max-width:1000px){.wrap{width:calc(100% - 64px)}.hero{gap:30px}.hero h1{font-size:44px}.lead{font-size:17px}.hero-motive{font-size:14px}.method-demo{padding:18px}.controlled-grid{grid-template-columns:1.5fr 1fr}.chart-panel{padding:18px}.chart-panel{--route-label-width:115px}.route-label{font-size:10px}.route-detail{padding:20px}.detail-change{font-size:40px}.variant{flex-basis:87%}.deployment-intro{gap:30px}}
@media(max-width:740px){.wrap{width:calc(100% - 36px)}.nav{padding-top:21px;flex-wrap:wrap;gap:14px}.wordmark{font-size:16px}.nav nav{gap:24px;font-size:12px;flex-basis:100%}.nav nav a:last-child{display:inline}.hero{grid-template-columns:1fr;padding-block:38px 55px;gap:35px}.hero h1{font-size:45px;max-width:560px;letter-spacing:-1.8px}.hero-motive{max-width:none}.hero .links{gap:10px}.method-demo{max-width:530px;width:100%;justify-self:center;padding:22px}.section{padding-block:50px}.section-heading{align-items:flex-start;margin-bottom:22px}.section-heading>.text-link{max-width:110px;font-size:11px}.section-heading h2{font-size:32px}.stats{gap:16px;margin-block:28px}.stats>div+div{padding-left:16px}.stats strong{font-size:clamp(25px,8vw,37px);letter-spacing:-1.5px;white-space:nowrap}.stats strong span{font-size:.52em}.stats>div:last-child strong{font-size:clamp(22px,6.5vw,31px)}.stats p{font-size:11px;line-height:1.6}.controlled-grid{grid-template-columns:1fr}.route-detail{display:block}.detail-change{font-size:36px}.detail-grid{grid-template-columns:repeat(3,1fr);gap:12px}.detail-grid strong{font-size:17px}.route-detail h3{margin:0 0 8px}.detail-sub{margin-bottom:15px}.chart-panel{padding:18px 12px;--route-label-width:110px}.axis-tick:nth-child(2),.axis-tick:nth-child(4){visibility:hidden}.deployment-intro{grid-template-columns:1fr;gap:16px}.section-number{font-size:11px;margin-top:5px}.segmented{width:100%}.segmented button{font-size:11px;padding:8px;flex:1}.deployment-table{padding:0 12px}.deployment-head,.deployment-row{grid-template-columns:1.3fr .6fr 1fr;gap:10px}.deployment-head{font-size:9px;letter-spacing:.4px}.deployment-row{font-size:11px}.deployment-name b{font-size:11px}.deployment-name span{font-size:10px}.deployment-score span{font-size:9px}.delta-cell{gap:4px}.delta-cell strong{min-width:46px}.delta-meter{height:4px}.variant-tabs{gap:0}.variant-tabs button{font-size:12px;padding:8px 11px}.variant-track{gap:14px}.variant{flex-basis:94%;padding:22px 15px}.variant-title h3{font-size:21px}.animation{height:210px;margin-block:5px}.animation svg{max-height:210px}.animation text{font-size:14px}.animation .small-text{font-size:11px}.mini-controls{gap:5px}.mini-controls button{font-size:10px;padding:6px 9px}.variant>p{font-size:13px}.training-intro{font-size:16px}.takeaway{padding-block:55px}.takeaway h2{font-size:37px}.takeaway>p:not(.eyebrow){font-size:16px}footer{font-size:11px;gap:15px;flex-wrap:wrap}footer span{flex-basis:100%;margin:0}.equation{font-size:12px!important}.carousel-arrows{gap:7px}.icon-button{width:44px;height:44px}}
@media(prefers-reduced-motion:reduce){html{scroll-behavior:auto}*,*:before,*:after{animation:none!important;transition:none!important}.flow-beam{stroke-dasharray:none;opacity:.6}}