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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>SkillOpt | Executive Strategy for Self-Evolving Agent Skills</title>
<meta name="description" content="Project webpage for SkillOpt, a text-space optimizer that trains reusable natural-language skills for frozen language agents.">
<link rel="icon" type="image/svg+xml" href="data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 23 23'%3E%3Crect width='10' height='10' fill='%23F25022'/%3E%3Crect x='13' width='10' height='10' fill='%237FBA00'/%3E%3Crect y='13' width='10' height='10' fill='%2300A4EF'/%3E%3Crect x='13' y='13' width='10' height='10' fill='%23FFB900'/%3E%3C/svg%3E">
<style>
@import url('https://fonts.googleapis.com/css2?family=Fraunces:opsz,wght,SOFT@9..144,300..900,0..100&family=Inter:wght@300;400;500;600;700;800&family=JetBrains+Mono:wght@400;500;600;700&display=swap');
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font-size: 5.85rem;
font-weight: 800;
line-height: 0.9;
white-space: nowrap;
color: var(--black);
}
.ledger-denominator {
color: var(--quiet);
font-family: var(--display);
font-size: 2.65rem;
font-weight: 800;
line-height: 1;
}
.ledger-copy {
max-width: 320px;
margin: 12px 0 0;
color: var(--muted);
font-size: 1.02rem;
line-height: 1.45;
}
.ledger-stats {
display: grid;
grid-template-columns: repeat(3, minmax(0, 1fr));
gap: 0;
margin-top: 22px;
border-top: 1px solid var(--line);
}
.ledger-stat {
padding-top: 14px;
}
.ledger-stat + .ledger-stat {
padding-left: 16px;
border-left: 1px solid var(--line);
}
.ledger-stat span {
display: block;
color: var(--quiet);
font-family: var(--mono);
font-size: 0.68rem;
text-transform: uppercase;
}
.ledger-stat b {
display: block;
margin-top: 6px;
color: var(--violet);
font-family: var(--display);
font-size: 2.25rem;
line-height: 1;
}
.ledger-stat b.ledger-stat-text {
max-width: 8.5rem;
font-size: 1.08rem;
line-height: 1.12;
}
main {
width: min(1080px, calc(100% - 40px));
margin: 0 auto;
}
.section {
position: relative;
padding: 72px 0 4px;
}
.section-header {
position: relative;
display: grid;
grid-template-columns: minmax(200px, 0.42fr) minmax(0, 1fr);
gap: 48px;
align-items: start;
margin-bottom: 26px;
border-top: 0;
padding-top: 4px;
}
.section-header::before {
content: "";
position: absolute;
top: -18px;
left: 0;
width: 56px;
height: 4px;
border-radius: 999px;
background: linear-gradient(90deg, var(--blue), var(--red));
box-shadow: 0 6px 18px rgba(236, 72, 153, 0.24);
}
.section-eyebrow {
font-family: var(--mono);
color: var(--violet);
font-size: 0.76rem;
font-weight: 700;
letter-spacing: 0.12em;
text-transform: uppercase;
}
h2 {
margin: 0;
font-family: var(--display);
font-size: 2.55rem;
line-height: 1.04;
letter-spacing: -0.015em;
color: #0f172a;
}
.section-lede {
margin: 10px 0 0;
color: var(--muted);
font-size: 1.05rem;
max-width: 740px;
}
.manifesto {
display: grid;
grid-template-columns: 1.05fr 0.95fr;
gap: 18px;
align-items: stretch;
}
.statement {
padding: 30px;
background:
linear-gradient(135deg, rgba(79, 70, 229, 0.94), rgba(236, 72, 153, 0.90)),
var(--blue);
color: #ffffff;
border-radius: 16px;
box-shadow: var(--shadow);
}
.statement h3,
.panel h3 {
margin: 0 0 12px;
font-family: var(--display);
font-size: 1.45rem;
line-height: 1.12;
letter-spacing: 0;
}
.statement p {
margin: 0;
color: rgba(255, 255, 255, 0.84);
font-size: 1.04rem;
}
.chip-row {
display: flex;
flex-wrap: wrap;
gap: 9px;
margin-top: 24px;
}
.chip {
display: inline-flex;
align-items: center;
min-height: 30px;
padding: 6px 11px;
color: #ffffff;
background: rgba(255, 255, 255, 0.16);
border: 1px solid rgba(255, 255, 255, 0.28);
border-radius: 999px;
font-family: var(--mono);
font-size: 0.72rem;
font-weight: 600;
}
.steps {
display: grid;
grid-template-columns: repeat(2, minmax(0, 1fr));
gap: 10px;
}
.step {
min-height: 128px;
padding: 18px;
background: var(--panel);
border: 1px solid var(--line);
border-radius: 14px;
box-shadow: 0 1px 4px rgba(15, 23, 42, 0.04);
transition: transform 180ms ease, border-color 180ms ease, box-shadow 180ms ease;
}
.step:hover,
.panel:hover,
.transfer:hover {
transform: translateY(-3px);
border-color: var(--line-strong);
box-shadow: 0 10px 28px rgba(124, 58, 237, 0.10);
}
.step strong {
display: block;
margin-bottom: 8px;
font-family: var(--mono);
color: var(--violet);
font-size: 0.78rem;
text-transform: uppercase;
}
.step p {
margin: 0;
color: var(--muted);
font-size: 0.96rem;
}
.figure-frame {
margin-top: 22px;
background: var(--panel);
border: 1px solid var(--line);
border-radius: 16px;
overflow: hidden;
box-shadow: var(--shadow);
}
.figure-frame img {
width: 100%;
background: #ffffff;
}
.comparison-frame {
margin-top: 18px;
padding: 18px;
color: var(--ink);
background: var(--panel);
border: 1px solid var(--line);
border-radius: 16px;
box-shadow: var(--shadow);
}
.comparison-head {
display: flex;
justify-content: space-between;
gap: 18px;
align-items: end;
margin-bottom: 16px;
}
.comparison-heading span {
color: var(--red);
font-family: var(--mono);
font-size: 0.72rem;
font-weight: 700;
text-transform: uppercase;
}
.comparison-heading h3 {
margin: 6px 0 0;
font-family: var(--display);
font-size: 2rem;
line-height: 1;
letter-spacing: 0;
}
.comparison-legend {
display: flex;
flex-wrap: wrap;
justify-content: flex-end;
gap: 8px;
max-width: 560px;
}
.legend-chip {
display: inline-flex;
align-items: center;
gap: 7px;
min-height: 26px;
padding: 5px 8px;
color: var(--muted);
background: #f8fafc;
border: 1px solid var(--line);
border-radius: 999px;
font-family: var(--mono);
font-size: 0.67rem;
}
.legend-chip::before {
content: "";
width: 10px;
height: 10px;
background: var(--color);
border-radius: 3px;
}
.comparison-grid {
display: grid;
grid-template-columns: repeat(3, minmax(0, 1fr));
gap: 12px;
}
.benchmark-panel {
min-width: 0;
padding: 14px;
background:
linear-gradient(180deg, rgba(255, 255, 255, 0.92), rgba(248, 250, 252, 0.70)),
#ffffff;
border: 1px solid var(--line);
border-radius: 14px;
}
.benchmark-top {
display: flex;
justify-content: space-between;
gap: 10px;
align-items: start;
margin-bottom: 10px;
}
.benchmark-top h4 {
margin: 0;
font-family: var(--display);
font-size: 1.28rem;
line-height: 1;
letter-spacing: 0;
}
.delta-pill {
flex: none;
padding: 5px 8px;
color: var(--green);
background: rgba(22, 163, 74, 0.10);
border: 1px solid rgba(22, 163, 74, 0.25);
border-radius: 999px;
font-family: var(--mono);
font-size: 0.67rem;
font-weight: 700;
white-space: nowrap;
}
.bar-stage {
position: relative;
display: flex;
align-items: flex-end;
gap: 6px;
height: 170px;
padding: 24px 8px 22px 34px;
background:
linear-gradient(rgba(124, 58, 237, 0.08) 1px, transparent 1px) 0 24px / 100% 42px,
rgba(238, 242, 255, 0.58);
border-left: 1px solid rgba(124, 58, 237, 0.20);
border-bottom: 1px solid rgba(124, 58, 237, 0.20);
border-radius: 12px;
}
.axis-range {
position: absolute;
left: 7px;
bottom: 6px;
color: var(--quiet);
font-family: var(--mono);
font-size: 0.58rem;
writing-mode: vertical-rl;
transform: rotate(180deg);
text-transform: uppercase;
}
.method-bar {
position: relative;
flex: 1;
min-width: 0;
height: max(8px, var(--h));
background: var(--color);
border-radius: 4px 4px 2px 2px;
opacity: 0.86;
}
.method-bar.skillopt {
border: 2px solid rgba(15, 23, 42, 0.62);
box-shadow: 0 0 0 3px rgba(22, 163, 74, 0.14), 0 10px 18px rgba(22, 163, 74, 0.20);
opacity: 1;
}
.method-bar span {
position: absolute;
left: 50%;
bottom: calc(100% + 6px);
transform: translateX(-50%);
padding: 2px 5px;
color: #f8faf7;
background: var(--green);
border-radius: 999px;
font-family: var(--mono);
font-size: 0.62rem;
font-weight: 800;
white-space: nowrap;
}
.caption {
padding: 13px 16px;
color: var(--muted);
border-top: 1px solid var(--line);
font-family: var(--mono);
font-size: 0.72rem;
line-height: 1.55;
}
.teaser-showcase {
position: relative;
margin-top: -28px;
padding: 22px;
background: var(--panel);
border: 1px solid var(--line);
border-radius: 16px;
box-shadow: var(--shadow);
}
.video-showcase {
margin-top: -28px;
margin-bottom: 22px;
}
.video-frame {
margin: 18px 0 0;
padding: 14px;
background: #ffffff;
border: 1px solid var(--line);
border-radius: 14px;
box-shadow: 0 1px 4px rgba(15, 23, 42, 0.04);
}
.video-frame iframe {
width: 100%;
aspect-ratio: 16 / 9;
display: block;
background: #0d1117;
border: 0;
border-radius: 10px;
}
.teaser-heading {
display: grid;
grid-template-columns: 160px 1fr;
gap: 20px;
align-items: start;
padding-bottom: 16px;
border-bottom: 1px solid var(--line);
}
.teaser-heading span {
color: var(--red);
font-family: var(--mono);
font-size: 0.75rem;
font-weight: 600;