evalstate/birch-html / results /publish /models /deepseek /artifacts /benchmark-comparison.html
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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Candidate B Seed Promotion · Birch Benchmark</title>
<style data-birch-system>/*
Birch HTML Design System
Opinionated single-option stylesheet for reliable LLM-generated artifacts.
Model:
1. Design tokens as CSS variables.
2. Layout primitives as classes.
3. Semantic components as classes with data-* variants.
*/
/* ==================== 1. TOKENS ==================== */
:root {
color-scheme: light;
/* Palette */
--color-ivory: #FAF9F5;
--color-slate: #141413;
--color-clay: #D97757;
--color-clay-dark: #B85C3E;
--color-oat: #E3DACC;
--color-olive: #788C5D;
--color-rust: #B04A3F;
--color-sky: #6A8CAF;
--color-white: #FFFFFF;
--color-gray-50: #F7F5EE;
--color-gray-100: #F0EEE6;
--color-gray-150: #E8E4DA;
--color-gray-200: #DED9CD;
--color-gray-300: #D1CFC5;
--color-gray-500: #87867F;
--color-gray-700: #3D3D3A;
--color-gray-800: #242421;
/* Semantic colors */
--bg: var(--color-ivory);
--surface: var(--color-white);
--surface-tint: var(--color-gray-100);
--surface-warm: var(--color-oat);
--text: var(--color-slate);
--text-muted: var(--color-gray-500);
--text-soft: var(--color-gray-700);
--muted: var(--text-muted);
--border-color: var(--color-gray-300);
--accent: var(--color-clay);
--accent-strong: var(--color-clay-dark);
--success: var(--color-olive);
--warning: #C78E3F;
--danger: var(--color-rust);
--info: var(--color-sky);
/* Typography */
--font-serif: ui-serif, Georgia, "Times New Roman", serif;
--font-sans: system-ui, -apple-system, "Segoe UI", Roboto, sans-serif;
--font-mono: ui-monospace, "SF Mono", Menlo, Consolas, monospace;
--text-xs: 11px;
--text-sm: 12px;
--text-md: 14px;
--text-base: 15px;
--text-lg: 17px;
--text-xl: 21px;
--text-2xl: 26px;
--text-3xl: 36px;
--text-4xl: 44px;
--leading-tight: 1.15;
--leading-title: 1.25;
--leading-body: 1.55;
--leading-loose: 1.7;
/* Spacing */
--space-1: 4px;
--space-2: 8px;
--space-3: 12px;
--space-4: 16px;
--space-5: 24px;
--space-6: 32px;
--space-7: 48px;
--space-8: 64px;
--space-9: 96px;
/* Shape */
--radius-xs: 4px;
--radius-sm: 8px;
--radius-md: 12px;
--radius-lg: 16px;
--radius-xl: 20px;
--radius-pill: 999px;
--border: 1.5px solid var(--border-color);
--border-thin: 1px solid var(--border-color);
--shadow-sm: 0 1px 2px rgba(20, 20, 19, 0.06);
--shadow-md: 0 4px 14px rgba(20, 20, 19, 0.08);
--shadow-lg: 0 12px 28px rgba(20, 20, 19, 0.12);
/* Motion */
--ease: cubic-bezier(0.2, 0, 0, 1);
--ease-spring: cubic-bezier(0.34, 1.56, 0.64, 1);
--dur-fast: 120ms;
--dur: 180ms;
--hover-y: -2px;
/* Page sizing */
--page-max: 1100px;
--page-pad: 28px;
--page-pad-block: 48px;
/* Legacy aliases used by source examples */
--ivory: var(--color-ivory);
--slate: var(--color-slate);
--clay: var(--color-clay);
--clay-d: var(--color-clay-dark);
--oat: var(--color-oat);
--olive: var(--color-olive);
--rust: var(--color-rust);
--sky: var(--color-sky);
--white: var(--color-white);
--gray-50: var(--color-gray-50);
--gray-100: var(--color-gray-100);
--gray-150: var(--color-gray-150);
--gray-200: var(--color-gray-200);
--gray-300: var(--color-gray-300);
--gray-500: var(--color-gray-500);
--gray-700: var(--color-gray-700);
--gray-800: var(--color-gray-800);
--serif: var(--font-serif);
--sans: var(--font-sans);
--mono: var(--font-mono);
}
/* ==================== BASE ==================== */
*,
*::before,
*::after {
box-sizing: border-box;
}
html {
background: var(--bg);
color: var(--text);
font-family: var(--font-sans);
-webkit-text-size-adjust: 100%;
}
body {
margin: 0;
background: var(--bg);
color: var(--text);
font-family: var(--font-sans);
font-size: var(--text-base);
line-height: var(--leading-body);
-webkit-font-smoothing: antialiased;
text-rendering: optimizeLegibility;
}
img,
svg {
max-width: 100%;
}
a {
color: inherit;
text-decoration-color: rgba(217, 119, 87, 0.45);
text-underline-offset: 3px;
}
a:hover {
color: var(--accent);
}
h1,
h2,
h3,
p {
margin-block: 0;
}
h1,
h2,
h3 {
font-family: var(--font-serif);
font-weight: 500;
letter-spacing: -0.01em;
line-height: var(--leading-title);
}
h1 {
font-size: clamp(32px, 5vw, var(--text-4xl));
}
h2 {
font-size: var(--text-2xl);
}
h3 {
font-size: var(--text-xl);
}
code,
kbd,
pre {
font-family: var(--font-mono);
}
code {
font-size: 0.92em;
white-space: normal;
word-break: normal;
}
h1 code,
h2 code,
h3 code {
overflow-wrap: anywhere;
word-break: break-word;
}
button,
input,
textarea,
select {
font: inherit;
}
button {
cursor: pointer;
}
::selection {
background: rgba(217, 119, 87, 0.24);
}
/* ==================== 2. LAYOUT PRIMITIVES ==================== */
.page {
width: min(100% - (var(--page-pad) * 2), var(--page-max));
margin-inline: auto;
padding-block: var(--page-pad-block) var(--space-9);
}
.page[data-size="narrow"] {
--page-max: 820px;
}
.page[data-size="wide"] {
--page-max: 1280px;
}
.page[data-size="full"] {
--page-max: 1440px;
}
.section {
margin-block: var(--section-gap, var(--space-5));
}
.section[data-gap="lg"] {
--section-gap: var(--space-6);
}
.section[data-gap="xl"] {
--section-gap: var(--space-7);
}
.section:first-child {
margin-block-start: 0;
}
.stack > .section {
margin-block: 0;
}
.rule {
border: 0;
border-top: var(--border-thin);
margin: var(--space-3) 0 var(--space-5);
}
.stack {
display: flex;
flex-direction: column;
gap: var(--stack-gap, var(--space-4));
}
.stack[data-gap="xs"] { --stack-gap: var(--space-2); }
.stack[data-gap="sm"] { --stack-gap: var(--space-3); }
.stack[data-gap="md"] { --stack-gap: var(--space-4); }
.stack[data-gap="lg"] { --stack-gap: var(--space-6); }
.stack[data-gap="xl"] { --stack-gap: var(--space-8); }
.stack > :is(.button, .btn, .chip, .badge) {
align-self: flex-start;
}
.cluster {
display: flex;
flex-wrap: wrap;
align-items: center;
gap: var(--cluster-gap, var(--space-3));
}
.cluster[data-align="start"] { align-items: flex-start; }
.cluster[data-align="end"] { align-items: flex-end; }
.cluster[data-justify="between"] { justify-content: space-between; }
.cluster[data-justify="end"] { justify-content: flex-end; }
.grid {
display: grid;
gap: var(--grid-gap, var(--space-5));
}
.grid[data-cols="2"] {
grid-template-columns: repeat(2, minmax(0, 1fr));
}
.grid[data-cols="3"] {
grid-template-columns: repeat(3, minmax(0, 1fr));
}
.grid[data-cols="4"] {
grid-template-columns: repeat(4, minmax(0, 1fr));
}
.auto-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(min(100%, var(--grid-min, 240px)), 1fr));
gap: var(--grid-gap, var(--space-5));
}
.auto-grid > * {
min-width: 0;
}
.split {
display: grid;
grid-template-columns: minmax(0, 1fr) minmax(280px, var(--split-side, 360px));
gap: var(--split-gap, var(--space-6));
align-items: start;
}
.split > * {
min-width: 0;
}
.section-head {
min-width: 0;
}
.section-rail {
display: grid;
grid-template-columns: minmax(0, 1fr) minmax(280px, var(--rail-width, 360px));
column-gap: var(--rail-gap, var(--space-6));
row-gap: var(--space-5);
align-items: start;
}
.section-rail > .section-head {
grid-column: 1 / -1;
}
.section-rail > .reference-panel,
.section-rail > aside {
align-self: start;
}
.sidebar-layout {
display: grid;
grid-template-columns: var(--sidebar-width, 240px) minmax(0, 1fr);
gap: var(--sidebar-gap, var(--space-7));
align-items: start;
}
.sidebar-layout > :first-child,
.sticky {
position: sticky;
top: var(--sticky-top, var(--space-5));
}
.bleed {
margin-inline: calc(var(--page-pad) * -1);
}
.scroll-x {
overflow-x: auto;
overscroll-behavior-inline: contain;
}
.center {
display: grid;
place-items: center;
}
.spacer {
flex: 1;
}
@media (max-width: 860px) {
:root {
--page-pad: 20px;
--page-pad-block: 40px;
}
.grid[data-cols],
.split,
.section-rail,
.sidebar-layout {
grid-template-columns: 1fr;
}
.sidebar-layout > :first-child,
.sticky {
position: static;
}
}
/* ==================== TYPOGRAPHY UTILITIES ==================== */
.eyebrow {
display: inline-flex;
align-items: center;
gap: var(--space-2);
color: var(--accent);
font-family: var(--font-mono);
font-size: var(--text-xs);
font-weight: 700;
letter-spacing: 0.08em;
text-transform: uppercase;
}
.eyebrow::before {
content: "";
width: 24px;
height: 1.5px;
background: currentColor;
}
.lede {
max-width: 720px;
color: var(--text-soft);
font-size: var(--text-lg);
line-height: 1.6;
}
.muted {
color: var(--text-muted);
}
.caption {
color: var(--text-muted);
font-family: var(--font-mono);
font-size: var(--text-sm);
}
.stat-value {
display: block;
color: var(--text);
font-family: var(--font-serif);
font-size: clamp(30px, 3.2vw, 42px);
font-variant-numeric: tabular-nums;
font-weight: 550;
letter-spacing: -0.025em;
line-height: 1;
}
.stat-card {
gap: var(--space-2);
}
.stat-card .caption {
letter-spacing: 0.08em;
text-transform: uppercase;
}
.stat-card .muted {
max-width: 34ch;
font-size: var(--text-sm);
}
.mono {
font-family: var(--font-mono);
}
/* ==================== 3. SEMANTIC COMPONENTS ==================== */
.panel,
.card {
background: var(--surface);
border: var(--border);
border-radius: var(--radius-md);
}
.panel {
padding: var(--panel-pad, var(--space-5));
}
.card {
padding: var(--card-pad, var(--space-5));
transition:
transform var(--dur-fast) var(--ease),
border-color var(--dur-fast) var(--ease),
box-shadow var(--dur-fast) var(--ease),
background-color var(--dur-fast) var(--ease);
}
.card[data-hover="lift"]:hover,
.card[data-clickable]:hover {
transform: translateY(var(--hover-y));
border-color: rgba(217, 119, 87, 0.55);
box-shadow: var(--shadow-md);
}
.card[data-clickable] {
cursor: pointer;
}
.card[data-variant="flat"] {
background: transparent;
border-color: transparent;
box-shadow: none;
}
.card[data-variant="outlined"] {
background: var(--surface);
border: var(--border);
}
.card[data-variant="elevated"] {
border-color: transparent;
box-shadow: var(--shadow-md);
}
.card[data-variant="filled"],
.card[data-tone="oat"] {
background: var(--surface-warm);
}
.card[data-tone],
.panel[data-tone],
.callout[data-tone] {
background: var(--surface);
}
.card[data-tone="danger"],
.panel[data-tone="danger"],
.callout[data-tone="danger"] {
border-color: rgba(176, 74, 63, 0.36);
}
.card[data-tone="warning"],
.panel[data-tone="warning"],
.callout[data-tone="warning"] {
border-color: rgba(199, 142, 63, 0.38);
}
.card[data-tone="success"],
.panel[data-tone="success"],
.callout[data-tone="success"] {
border-color: rgba(120, 140, 93, 0.38);
}
.card[data-tone="info"],
.panel[data-tone="info"],
.callout[data-tone="info"] {
border-color: rgba(106, 140, 175, 0.36);
}
.card[data-accent] {
position: relative;
overflow: hidden;
}
.card[data-accent]::before {
content: "";
position: absolute;
inset: 0 auto 0 0;
width: 5px;
background: var(--accent);
}
.card-head {
display: flex;
align-items: center;
gap: var(--space-3);
min-width: 0;
max-width: 100%;
}
.card-head > :first-child {
flex: 0 0 auto;
}
.card-titles {
flex: 1 1 0;
min-width: 0;
max-width: 100%;
}
.card-title {
max-width: 100%;
margin: 0;
font-family: var(--font-serif);
font-size: var(--text-xl);
font-weight: 550;
line-height: var(--leading-title);
overflow-wrap: anywhere;
}
.card-sub {
margin: 2px 0 0;
color: var(--text-muted);
font-size: var(--text-sm);
overflow-wrap: anywhere;
}
.toolbar {
display: flex;
flex-wrap: wrap;
align-items: center;
gap: var(--space-4);
padding: var(--space-4) var(--space-5);
background: var(--surface);
border: var(--border);
border-radius: var(--radius-md);
}
.toolbar[data-sticky] {
position: sticky;
top: 0;
z-index: 10;
}
.chip,
.badge {
display: inline-flex;
align-items: center;
justify-content: center;
gap: 6px;
border-radius: var(--radius-pill);
white-space: nowrap;
font-family: var(--font-mono);
font-size: var(--text-xs);
font-weight: 650;
line-height: 1;
}
.chip {
min-height: 24px;
padding: 0 10px;
color: var(--text-soft);
background: var(--surface-tint);
border: 1px solid transparent;
}
.badge {
min-height: 22px;
padding: 0 9px;
color: var(--text-muted);
background: var(--surface);
border: var(--border-thin);
text-transform: uppercase;
letter-spacing: 0.06em;
}
.chip[data-tone="clay"],
.badge[data-tone="clay"] {
color: var(--accent);
background: rgba(217, 119, 87, 0.14);
}
.chip[data-tone="olive"],
.badge[data-tone="olive"],
.chip[data-tone="success"],
.badge[data-tone="success"] {
color: var(--success);
background: rgba(120, 140, 93, 0.15);
}
.chip[data-tone="warning"],
.badge[data-tone="warning"] {
color: var(--warning);
background: rgba(199, 142, 63, 0.16);
}
.chip[data-tone="rust"],
.badge[data-tone="rust"],
.chip[data-tone="danger"],
.badge[data-tone="danger"] {
color: var(--danger);
background: rgba(176, 74, 63, 0.13);
}
.chip[data-tone="sky"],
.badge[data-tone="sky"],
.chip[data-tone="info"],
.badge[data-tone="info"] {
color: var(--info);
background: rgba(106, 140, 175, 0.14);
}
.finding {
border-left: 6px solid var(--border-color);
}
.finding[data-severity="blocker"],
.finding[data-severity="critical"],
.finding[data-severity="danger"],
.finding[data-tone="danger"] {
border-left-color: var(--danger);
}
.finding[data-severity="high"],
.finding[data-severity="warning"],
.finding[data-tone="warning"] {
border-left-color: var(--warning);
}
.finding[data-severity="medium"],
.finding[data-severity="info"],
.finding[data-tone="info"] {
border-left-color: var(--info);
}
.finding[data-severity="low"],
.finding[data-severity="success"],
.finding[data-tone="success"] {
border-left-color: var(--success);
}
.button,
.btn {
appearance: none;
display: inline-flex;
align-items: center;
justify-content: center;
min-height: 36px;
padding: 0 14px;
border: 1.5px solid transparent;
border-radius: var(--radius-sm);
font-family: var(--font-sans);
font-size: var(--text-md);
font-weight: 650;
line-height: 1;
text-decoration: none;
transition:
transform var(--dur-fast) var(--ease),
background-color var(--dur-fast) var(--ease),
border-color var(--dur-fast) var(--ease),
box-shadow var(--dur-fast) var(--ease);
}
.button:hover,
.btn:hover {
transform: translateY(-1px);
}
.button[data-variant="primary"],
.btn-primary {
color: var(--color-white);
background: var(--color-slate);
}
.button[data-variant="primary"]:hover,
.btn-primary:hover {
background: var(--color-gray-700);
}
.button[data-variant="secondary"],
.btn-secondary {
color: var(--text);
background: var(--surface-tint);
border-color: var(--border-color);
}
.button[data-variant="ghost"],
.btn-ghost {
color: var(--text-soft);
background: transparent;
}
.button[data-variant="ghost"]:hover,
.btn-ghost:hover {
color: var(--text);
background: var(--surface-tint);
}
.button[data-variant="danger"],
.btn-danger {
color: var(--color-white);
background: var(--danger);
}
.input {
width: 100%;
min-height: 38px;
padding: 0 12px;
color: var(--text);
background: var(--surface);
border: var(--border);
border-radius: var(--radius-sm);
outline: none;
}
.input:focus {
border-color: var(--accent);
box-shadow: 0 0 0 3px rgba(217, 119, 87, 0.16);
}
.avatar {
display: inline-flex;
align-items: center;
justify-content: center;
width: var(--avatar-size, 38px);
height: var(--avatar-size, 38px);
border-radius: 50%;
color: var(--text-soft);
background: var(--surface-warm);
font-family: var(--font-mono);
font-size: var(--text-sm);
font-weight: 700;
letter-spacing: 0.02em;
flex: 0 0 auto;
}
.code-block {
margin: 0;
padding: var(--space-4) var(--space-5);
overflow-x: auto;
color: #E8E6DC;
background: var(--color-slate);
border-radius: var(--radius-md);
font-family: var(--font-mono);
font-size: var(--text-sm);
line-height: var(--leading-loose);
}
.code-block[data-kind="command"],
.code-block[data-wrap="true"],
.command-block {
max-width: 100%;
min-width: 0;
box-sizing: border-box;
white-space: pre-wrap;
overflow-wrap: anywhere;
word-break: break-word;
overflow-x: hidden;
}
.code-block[data-wrap="true"] code,
.code-block[data-kind="command"] code {
display: block;
max-width: 100%;
white-space: pre-wrap;
overflow-wrap: anywhere;
word-break: break-word;
}
.copyable {
position: relative;
}
.copyable > .code-block {
padding-inline-end: 88px;
}
.copy-button {
appearance: none;
position: absolute;
inset-block-start: var(--space-2);
inset-inline-end: var(--space-2);
display: inline-flex;
align-items: center;
justify-content: center;
min-height: 26px;
padding: 0 9px;
border: 1px solid rgba(250, 249, 245, 0.18);
border-radius: var(--radius-sm);
color: var(--color-gray-100);
background: rgba(255, 255, 255, 0.08);
font-family: var(--font-mono);
font-size: var(--text-xs);
font-weight: 700;
letter-spacing: 0.04em;
text-transform: uppercase;
transition:
background-color var(--dur-fast) var(--ease),
border-color var(--dur-fast) var(--ease),
transform var(--dur-fast) var(--ease);
}
.copy-button:hover {
transform: translateY(-1px);
border-color: rgba(250, 249, 245, 0.35);
background: rgba(255, 255, 255, 0.14);
}
.copy-button[data-copied="true"] {
color: var(--color-white);
background: rgba(120, 140, 93, 0.55);
border-color: rgba(120, 140, 93, 0.75);
}
.reference-panel {
--panel-pad: var(--space-5);
}
.callout {
padding: var(--space-5);
color: var(--text-soft);
background: var(--surface-tint);
border: var(--border);
border-inline-start: 4px solid var(--accent);
border-radius: var(--radius-md);
}
.callout[data-tone="success"] {
border-inline-start-color: var(--success);
background: rgba(120, 140, 93, 0.10);
}
.callout[data-tone="warning"] {
border-inline-start-color: var(--warning);
background: rgba(199, 142, 63, 0.11);
}
.callout[data-tone="danger"] {
border-inline-start-color: var(--danger);
background: rgba(176, 74, 63, 0.10);
}
.callout[data-tone="info"] {
border-inline-start-color: var(--info);
background: rgba(106, 140, 175, 0.11);
}
.callout-label {
display: block;
margin-bottom: var(--space-2);
color: var(--text-muted);
font-family: var(--font-mono);
font-size: var(--text-xs);
font-weight: 700;
letter-spacing: 0.09em;
text-transform: uppercase;
}
.callout > :last-child {
margin-bottom: 0;
}
.checklist {
list-style: none;
margin: 0;
padding: 0;
display: grid;
gap: var(--space-3);
}
.checklist li {
display: block !important;
position: relative !important;
min-width: 0;
padding-inline-start: calc(18px + var(--space-3));
overflow-wrap: anywhere;
}
.checklist li::before {
content: "✓";
position: absolute !important;
inset-block-start: 2px;
inset-inline-start: 0;
display: inline-flex;
align-items: center;
justify-content: center;
width: 18px;
height: 18px;
border-radius: 50%;
color: var(--success);
background: rgba(120, 140, 93, 0.12);
font-family: var(--font-mono);
font-size: 12px;
font-weight: 700;
line-height: 1;
}
.checklist code {
white-space: normal;
overflow-wrap: anywhere;
word-break: break-word;
}
.plain-list {
margin: 0;
padding-inline-start: 1.15em;
color: var(--text-soft);
}
.plain-list li {
overflow-wrap: anywhere;
}
.plain-list li + li {
margin-top: var(--space-2);
}
.plain-list li::marker {
color: var(--text-muted);
}
.insight-list,
.takeaway-list {
list-style: none;
margin: 0;
padding: 0;
display: grid;
gap: var(--space-3);
}
.insight-list li,
.takeaway-list li {
position: relative;
display: block;
padding-inline-start: calc(10px + var(--space-3));
color: var(--text-soft);
}
.insight-list li::before,
.takeaway-list li::before {
content: "";
position: absolute;
inset-block-start: 0.65em;
inset-inline-start: 0;
width: 7px;
height: 7px;
border-radius: 50%;
background: var(--accent);
}
.insight-list li > *,
.takeaway-list li > * {
min-width: 0;
}
.insight-list[data-tone="success"] li::before,
.takeaway-list[data-tone="success"] li::before {
background: var(--success);
}
.insight-list[data-tone="info"] li::before,
.takeaway-list[data-tone="info"] li::before {
background: var(--info);
}
.metric-list {
--metric-label: 132px;
--metric-value: 64px;
display: grid;
gap: var(--space-3);
}
.metric-row {
display: grid;
grid-template-columns: var(--metric-label) minmax(120px, 1fr) var(--metric-value);
gap: var(--space-3);
align-items: center;
}
.metric-row > :first-child {
min-width: 0;
}
.metric-row > :last-child {
justify-self: end;
font-family: var(--font-mono);
font-size: var(--text-sm);
}
.meter {
height: 9px;
overflow: hidden;
border-radius: var(--radius-pill);
background: var(--surface-tint);
}
.meter span {
display: block;
width: var(--value);
height: 100%;
background: var(--tone, var(--accent));
}
.flow-list {
list-style: none;
margin: 0;
padding: 0;
display: grid;
gap: var(--space-3);
}
.flow-step {
position: relative;
display: grid;
grid-template-columns: 42px minmax(0, 1fr);
gap: var(--space-3);
align-items: start;
padding: var(--space-4);
background: var(--surface);
border: var(--border);
border-radius: var(--radius-md);
}
.flow-step > .flow-num {
grid-column: 1;
}
.flow-step > :not(.flow-num) {
grid-column: 2;
min-width: 0;
}
.flow-step::after {
content: "";
position: absolute;
inset-block-start: calc(100% + 1px);
inset-inline-start: 36px;
width: 1.5px;
height: var(--space-3);
background: var(--border-color);
}
.flow-step:last-child::after {
display: none;
}
.flow-num {
display: inline-flex;
align-items: center;
justify-content: center;
width: 34px;
height: 34px;
border-radius: var(--radius-pill);
color: var(--text);
background: var(--surface-warm);
box-shadow: inset 0 0 0 1px rgba(20, 20, 19, 0.10);
font-family: var(--font-mono);
font-size: var(--text-sm);
font-weight: 700;
}
.flow-title {
margin: 0 0 var(--space-1);
font-family: var(--font-serif);
font-size: var(--text-xl);
font-weight: 550;
line-height: var(--leading-title);
}
.flow-detail {
margin: 0;
color: var(--text-soft);
}
.flow-branch {
display: grid;
grid-template-columns: repeat(2, minmax(0, 1fr));
gap: var(--space-3);
}
.flow-branch .flow-step::after {
display: none;
}
.flow-step[data-tone="success"] {
border-color: rgba(120, 140, 93, 0.38);
background: rgba(120, 140, 93, 0.08);
}
.flow-step[data-tone="warning"] {
border-color: rgba(199, 142, 63, 0.42);
background: rgba(199, 142, 63, 0.09);
}
@media (max-width: 620px) {
.metric-row {
grid-template-columns: 1fr max-content;
}
.metric-row .meter {
grid-column: 1 / -1;
order: 3;
}
.flow-branch {
grid-template-columns: 1fr;
}
}
/* ---------- Charts and numeric data ---------- */
.chart-panel {
max-width: 100%;
min-width: 0;
overflow: hidden;
}
.chart-panel > * {
min-width: 0;
}
.chart-panel svg,
svg.chart-svg {
display: block;
width: 100%;
height: auto;
}
.chart-caption {
color: var(--text-muted);
font-size: var(--text-sm);
}
.numeric-table-wrap {
overflow-x: auto;
background: var(--surface);
border: var(--border);
border-radius: var(--radius-md);
}
.numeric-table {
width: 100%;
min-width: 720px;
border-collapse: collapse;
}
.numeric-table th,
.numeric-table td {
padding: var(--space-3) var(--space-4);
border-bottom: 1px solid var(--color-gray-200);
vertical-align: middle;
}
.numeric-table th {
color: var(--text-muted);
background: var(--surface-tint);
font-family: var(--font-mono);
font-size: var(--text-xs);
font-weight: 700;
letter-spacing: 0.08em;
text-align: left;
text-transform: uppercase;
}
.numeric-table tr:last-child td {
border-bottom: 0;
}
.numeric-table .metric,
.numeric-table .num {
text-align: right;
font-variant-numeric: tabular-nums;
white-space: nowrap;
}
.numeric-table .entity,
.numeric-table .label-cell {
font-weight: 650;
}
.numeric-table .note {
color: var(--text-soft);
}
.numeric-table code {
white-space: normal;
overflow-wrap: anywhere;
word-break: break-word;
}
.numeric-table .subtle {
display: block;
margin-top: 2px;
color: var(--text-muted);
font-family: var(--font-mono);
font-size: var(--text-xs);
font-weight: 400;
}
@media (max-width: 620px) {
.numeric-table {
min-width: 0;
}
.numeric-table thead {
display: none;
}
.numeric-table tbody,
.numeric-table tr,
.numeric-table td {
display: block;
}
.numeric-table tr {
padding: var(--space-3) var(--space-4);
border-bottom: 1px solid var(--color-gray-200);
}
.numeric-table tr:last-child {
border-bottom: 0;
}
.numeric-table td {
padding: var(--space-1) 0;
border-bottom: 0;
}
.numeric-table td[data-label] {
display: flex;
justify-content: space-between;
gap: var(--space-4);
}
.numeric-table td[data-label]::before {
content: attr(data-label);
color: var(--text-muted);
font-family: var(--font-mono);
font-size: var(--text-xs);
text-transform: uppercase;
}
}
/* ---------- Diff ---------- */
.diff {
overflow-x: auto;
color: #E8E6DC;
background: var(--color-slate);
border-radius: var(--radius-md);
font-family: var(--font-mono);
font-size: 12.5px;
line-height: var(--leading-loose);
}
.diff-row {
display: grid;
grid-template-columns: 48px 18px minmax(max-content, 1fr);
align-items: baseline;
min-width: max-content;
padding-inline-end: var(--space-4);
white-space: pre;
}
.diff-row .ln {
padding-inline-end: 14px;
color: var(--color-gray-500);
text-align: right;
user-select: none;
}
.diff-row .mark {
color: var(--color-gray-500);
text-align: center;
}
.diff-row .code {
color: #E8E6DC;
}
.diff-row.ctx .code,
.diff-row[data-kind="ctx"] .code {
color: #B8B6AC;
}
.diff-row.add,
.diff-row[data-kind="add"] {
background: rgba(120, 140, 93, 0.24);
box-shadow: inset 3px 0 0 rgba(120, 140, 93, 0.78);
}
.diff-row.add .mark,
.diff-row[data-kind="add"] .mark {
color: #B9D394;
font-weight: 800;
}
.diff-row.del,
.diff-row[data-kind="del"] {
background: rgba(176, 74, 63, 0.24);
box-shadow: inset 3px 0 0 rgba(176, 74, 63, 0.82);
}
.diff-row.del .mark,
.diff-row[data-kind="del"] .mark {
color: #F19A8D;
font-weight: 800;
}
.diff-row.hunk,
.diff-row[data-kind="hunk"] {
background: rgba(255, 255, 255, 0.045);
}
.diff-row.hunk .code,
.diff-row[data-kind="hunk"] .code {
color: var(--color-gray-500);
}
.diff[data-wrap="true"] {
overflow-x: hidden;
}
.diff[data-wrap="true"] .diff-row {
grid-template-columns: 42px 18px minmax(0, 1fr);
min-width: 0;
white-space: normal;
}
.diff[data-wrap="true"] .code {
white-space: pre-wrap;
overflow-wrap: anywhere;
}
/* ---------- Timeline ---------- */
.timeline {
position: relative;
display: grid;
gap: 0;
padding-inline-start: var(--space-6);
}
.timeline:is(ol, ul) {
margin: 0;
list-style: none;
}
.timeline::before {
content: "";
position: absolute;
inset-block: 4px 4px;
inset-inline-start: 9px;
width: 1.5px;
background: var(--border-color);
}
.timeline-item,
.tl-entry {
position: relative;
display: grid;
grid-template-columns: minmax(84px, max-content) minmax(0, 1fr);
gap: var(--space-4);
padding-block: 0 var(--space-5);
}
.timeline-item:last-child,
.tl-entry:last-child {
padding-block-end: 0;
}
.timeline-item::before,
.tl-entry::before {
content: "";
position: absolute;
inset-block-start: 4px;
inset-inline-start: calc(4.25px - var(--space-6));
width: 11px;
height: 11px;
border: 2px solid var(--surface);
border-radius: 50%;
background: var(--accent);
box-shadow: 0 0 0 1.5px var(--accent);
}
.timeline-item:not(:has(> .timeline-time, > .tl-time)),
.tl-entry:not(:has(> .timeline-time, > .tl-time)) {
display: block;
}
.timeline-time,
.tl-time {
color: var(--text-muted);
font-family: var(--font-mono);
font-size: var(--text-sm);
white-space: nowrap;
}
.timeline-body,
.tl-body {
min-width: 0;
color: var(--text-soft);
}
.timeline-body strong,
.tl-body strong {
color: var(--text);
}
@media (max-width: 620px) {
.timeline-item,
.tl-entry {
grid-template-columns: 1fr;
gap: var(--space-1);
}
}
/* ---------- Flowchart ---------- */
.flowchart {
display: block;
width: 100%;
height: auto;
}
svg.flow,
svg.flowchart {
display: block;
width: 100%;
height: auto;
}
.flow text,
.flowchart text {
fill: var(--text);
font-family: var(--font-sans);
font-size: 12px;
}
.flow .sub,
.flowchart .sub {
fill: var(--text-muted);
font-size: 10px;
}
.flow-edge,
.edge {
fill: none;
stroke: var(--text-muted);
stroke-width: 1.5;
}
.flow-edge[data-kind="yes"],
.edge.yes {
stroke: var(--success);
}
.flow-edge[data-kind="no"],
.edge.no {
stroke: var(--danger);
stroke-dasharray: 4 4;
}
/* SVG flow nodes */
.flow-node,
.flow .node {
cursor: pointer;
transition: transform var(--dur-fast) var(--ease);
}
.flow-node:hover,
.flow .node:hover {
transform: translateY(-1px);
}
.flow-node rect,
.flow .node rect {
fill: var(--surface);
stroke: var(--border-color);
stroke-width: 1.5;
rx: 8;
}
.flow-node path,
.flow .node.gate path {
fill: var(--surface);
stroke: var(--border-color);
stroke-width: 1.5;
}
.flow-node[data-shape="term"] rect,
.flow .node.term rect {
fill: var(--surface-tint);
rx: 22;
}
.flow-node[data-kind="ok"] rect,
.flow .node.ok rect {
fill: rgba(120, 140, 93, 0.12);
stroke: var(--success);
}
.flow-node[data-kind="bad"] rect,
.flow .node.bad rect {
fill: rgba(176, 74, 63, 0.10);
stroke: var(--danger);
}
.flow-node.active rect,
.flow-node.active path,
.flow .node.active rect,
.flow .node.active path {
stroke: var(--accent);
stroke-width: 2;
}
/* HTML flow nodes, for non-SVG diagrams */
div.flow-node {
padding: var(--space-3) var(--space-4);
background: var(--surface);
border: var(--border);
border-radius: var(--radius-sm);
transition:
transform var(--dur-fast) var(--ease),
border-color var(--dur-fast) var(--ease),
box-shadow var(--dur-fast) var(--ease);
}
div.flow-node:hover {
transform: translateY(var(--hover-y));
border-color: rgba(217, 119, 87, 0.55);
box-shadow: var(--shadow-sm);
}
div.flow-node[data-shape="term"] {
border-radius: var(--radius-pill);
background: var(--surface-tint);
}
div.flow-node[data-kind="ok"] {
border-color: var(--success);
background: rgba(120, 140, 93, 0.12);
}
div.flow-node[data-kind="bad"] {
border-color: var(--danger);
background: rgba(176, 74, 63, 0.10);
}
@media (prefers-reduced-motion: reduce) {
*,
*::before,
*::after {
scroll-behavior: auto !important;
transition-duration: 0.01ms !important;
animation-duration: 0.01ms !important;
animation-iteration-count: 1 !important;
}
}
/* Responsive safety net for generated artifacts. */
p,
li {
overflow-wrap: anywhere;
}
@media (max-width: 860px) {
.split,
.section-rail,
.sidebar-layout {
grid-template-columns: minmax(0, 1fr) !important;
}
.split > *,
.section-rail > *,
.sidebar-layout > *,
.chart-panel {
width: 100%;
max-width: 100%;
min-width: 0;
}
}</style>
<style>
.chart-svg svg { max-width: 100%; height: auto; }
.kpi-strip { --grid-min: 150px; }
</style>
</head>
<body>
<main class="page stack" data-gap="lg">
<header class="stack" data-gap="sm">
<div class="eyebrow">Benchmark comparison · 2026-05-20</div>
<h1>Promote Candidate B as next GEPA seed</h1>
<p class="lede">Candidate B improves final score by +0.048 (0.9175 → 0.9655) and reduces checker warnings from 5 to 2, with an acceptable cost increase of $0.22 (+11.5%). Source: <code>evals/benchmark-comparison/source.json</code>.</p>
</header>
<!-- KPI cards -->
<section class="section stack" data-gap="md">
<div class="section-head">
<div>
<span class="eyebrow">Headline metrics</span>
<h2>KPI comparison</h2>
</div>
</div>
<div class="auto-grid kpi-strip">
<div class="stat-card">
<span class="stat-value">4/4</span>
<span class="caption">Pass rate — both seeds</span>
</div>
<div class="stat-card">
<span class="stat-value">0.9655</span>
<span class="caption">Final score · Candidate B</span>
</div>
<div class="stat-card">
<span class="stat-value">2</span>
<span class="caption">Checker warnings · B vs 5</span>
</div>
<div class="stat-card">
<span class="stat-value">489 s</span>
<span class="caption">Wall time · +77 s (+18.7%)</span>
</div>
<div class="stat-card">
<span class="stat-value">124.7k</span>
<span class="caption">Total tokens · +8.7k (+7.5%)</span>
</div>
<div class="stat-card">
<span class="stat-value">$2.14</span>
<span class="caption">Est. cost · +$0.22 (+11.5%)</span>
</div>
</div>
</section>
<!-- Component score breakdown -->
<section class="section stack" data-gap="md">
<div class="section-head">
<div>
<span class="eyebrow">Score decomposition</span>
<h2>Component scores with deltas</h2>
</div>
</div>
<div class="panel chart-panel stack">
<div class="chart-svg">
<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="359.75952pt" height="201.35952pt" viewBox="0 0 359.75952 201.35952" xmlns="http://www.w3.org/2000/svg" version="1.1">
<defs>
<style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
</defs>
<g id="figure_1">
<g id="patch_1">
<path d="M 0 201.35952 L 359.75952 201.35952 L 359.75952 0 L 0 0 L 0 201.35952 z" style="fill: none"/>
</g>
<g id="axes_1">
<g id="patch_2">
<path d="M 37.870938 182.769207 L 356.87952 182.769207 L 356.87952 2.88 L 37.870938 2.88 L 37.870938 182.769207 z" style="fill: none"/>
</g>
<g id="matplotlib.axis_1">
<g id="xtick_1"><g id="line2d_1"/><g id="text_1"><text style="font-size: 9px; font-family: 'DejaVu Sans'; text-anchor: middle; fill: #87867f" x="77.866519" y="196.607801">Generation</text></g></g>
<g id="xtick_2"><g id="line2d_2"/><g id="text_2"><text style="font-size: 9px; font-family: 'DejaVu Sans'; text-anchor: middle; fill: #87867f" x="157.538992" y="196.607801">Checker</text></g></g>
<g id="xtick_3"><g id="line2d_3"/><g id="text_3"><text style="font-size: 9px; font-family: 'DejaVu Sans'; text-anchor: middle; fill: #87867f" x="237.211465" y="196.607801">Hygiene</text></g></g>
<g id="xtick_4"><g id="line2d_4"/><g id="text_4"><text style="font-size: 9px; font-family: 'DejaVu Sans'; text-anchor: middle; fill: #87867f" x="316.883938" y="196.607801">Final</text></g></g>
</g>
<g id="matplotlib.axis_2">
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<g id="ytick_6"><g id="line2d_15"><path d="M 37.870938 19.233564 L 356.87952 19.233564" clip-path="url(#pc8b6868ad7)" style="fill: none; stroke: #ded9cd; stroke-width: 0.8"/></g><g id="line2d_16"/><g id="text_10"><text style="font-size: 9px; font-family: 'DejaVu Sans'; text-anchor: end; fill: #87867f" x="30.870938" y="22.652861">1.0</text></g></g>
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<g id="text_16"><text style="font-size: 8px; font-family: 'DejaVu Sans'; text-anchor: start; fill: #141413" x="300.74827" y="162.162958">Seed A</text></g>
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<g id="text_17"><text style="font-size: 8px; font-family: 'DejaVu Sans'; text-anchor: start; fill: #141413" x="300.74827" y="173.905458">Candidate B</text></g>
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<div class="chart-caption">Component scores: Checker score drives nearly all of the +0.048 improvement (warnings fell from5 to2). Hygiene dipped by 0.01 (likely a minor compliance delta). Generation remained perfect at 1.0 for both seeds.</div>
</div>
<div class="numeric-table-wrap">
<table class="numeric-table">
<thead><tr><th>Component</th><th class="metric">Seed A</th><th class="metric">Candidate B</th><th class="metric">Δ</th></tr></thead>
<tbody>
<tr><td>Generation</td><td class="metric">1.000</td><td class="metric">1.000</td><td class="metric">0.000</td></tr>
<tr><td>Checker</td><td class="metric">0.850</td><td class="metric">0.940</td><td class="metric">+0.090</td></tr>
<tr><td>Hygiene</td><td class="metric">1.000</td><td class="metric">0.990</td><td class="metric">−0.010</td></tr>
<tr><td><strong>Final</strong></td><td class="metric"><strong>0.9175</strong></td><td class="metric"><strong>0.9655</strong></td><td class="metric"><strong>+0.048</strong></td></tr>
</tbody>
</table>
</div>
</section>
<!-- Per-eval comparison -->
<section class="section-rail" data-gap="lg">
<div class="stack" data-gap="md">
<div class="section-head">
<div>
<span class="eyebrow">Per-eval drill-down</span>
<h2>Score by evaluation</h2>
</div>
</div>
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<g id="text_21"><text style="font-size: 8.5px; font-family: 'DejaVu Sans'; text-anchor: start; fill: #141413" x="369.240067" y="175.275067">Seed A</text></g>
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<g id="text_22"><text style="font-size: 8.5px; font-family: 'DejaVu Sans'; text-anchor: start; fill: #141413" x="369.240067" y="187.751473">Candidate B</text></g>
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<div class="chart-caption">All four evals improved. <code>implementation-plan</code> saw the largest gain (+0.088); <code>module-explainer</code> the smallest (+0.019).</div>
</div>
<div class="numeric-table-wrap">
<table class="numeric-table">
<thead><tr><th>Eval</th><th class="metric">Seed A</th><th class="metric">Candidate B</th><th class="metric">Δ</th><th class="metric">Warn Δ</th></tr></thead>
<tbody>
<tr><td>numeric-data</td><td class="metric">0.930</td><td class="metric">0.970</td><td class="metric">+0.040</td><td class="metric">2 → 1</td></tr>
<tr><td>code-review</td><td class="metric">0.910</td><td class="metric">0.955</td><td class="metric">+0.045</td><td class="metric">1 → 0</td></tr>
<tr><td>module-explainer</td><td class="metric">0.925</td><td class="metric">0.944</td><td class="metric">+0.019</td><td class="metric">1 → 1</td></tr>
<tr><td>implementation-plan</td><td class="metric">0.905</td><td class="metric">0.993</td><td class="metric">+0.088</td><td class="metric">1 → 0</td></tr>
</tbody>
</table>
</div>
</div>
<aside class="reference-panel">
<div class="stack" data-gap="sm">
<div class="eyebrow">Regressions observed</div>
<ul class="plain-list">
<li>Wall time increased on every eval (+17–21 s each).</li>
<li>Candidate B uses more SVG text in numeric-data (+19 s).</li>
<li><code>module-explainer</code> mobile flow caption still dense (1 warning persists).</li>
<li>Hygiene score dipped 0.01 — minor compliance artifact.</li>
</ul>
<div class="eyebrow">Improvements</div>
<ul class="plain-list">
<li>Warnings eliminated from <code>code-review</code> and <code>implementation-plan</code>.</li>
<li>Plan quality improved most (+0.088); likely better structure.</li>
<li>Runtime path in module-explainer improved per regression note.</li>
<li>Code-review still needs manual diff-wrapping inspection.</li>
</ul>
</div>
</aside>
</section>
<!-- Warnings and Wall time -->
<section class="section stack" data-gap="md">
<div class="section-head">
<div>
<span class="eyebrow">Operational comparison</span>
<h2>Warnings and wall time</h2>
</div>
</div>
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<g id="text_10"><text style="font-size: 6.8px; font-family: 'DejaVu Sans'; text-anchor: start; fill: #141413" x="165.938208" y="24.148062">Candidate B (2 total)</text></g>
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<g id="text_23"><text style="font-size: 6.8px; font-family: 'DejaVu Sans'; text-anchor: start; fill: #141413" x="305.710625" y="14.166937">Seed A (412 s)</text></g>
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<g id="text_24"><text style="font-size: 6.8px; font-family: 'DejaVu Sans'; text-anchor: start; fill: #141413" x="305.710625" y="24.148062">Candidate B (489 s)</text></g>
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<div class="chart-caption">Left: warnings per eval — Candidate B reaches 0 on two evals and halved <code>numeric-data</code>. Right: wall time — every eval is slower by 17–21 s.</div>
</div>
</section>
<!-- Quality vs Cost tradeoff -->
<section class="section stack" data-gap="md">
<div class="section-head">
<div>
<span class="eyebrow">Primary tradeoff</span>
<h2>Quality vs cost</h2>
</div>
</div>
<div class="panel chart-panel stack">
<div class="chart-svg">
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<g id="text_16"><text style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #3d3d3a" transform="translate(117.476218 197.760641)">Seed A</text><text style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #3d3d3a" transform="translate(102.62114 207.278782)">0.9175 $1.92</text></g>
<g id="text_17"><text style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #3d3d3a" transform="translate(221.235977 22.750514)">Candidate B</text><text style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #3d3d3a" transform="translate(217.491329 32.268654)">0.9655 $2.14</text></g>
<g id="text_18"><text style="font-style: italic; font-size: 8px; font-family: 'DejaVu Sans'; fill: #87867f" transform="translate(174.992484 110.397554)">+0.048</text><text style="font-style: italic; font-size: 8px; font-family: 'DejaVu Sans'; fill: #87867f" transform="translate(174.992484 119.355804)">+$0.22</text></g>
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<div class="chart-caption">Quality/cost tradeoff: Candidate B sits further up and to the right — higher quality at higher cost. The arrow shows the net movement from Seed A. For GEPA seed selection, quality improvement (+5.2%) outweighs the cost delta (+11.5%).</div>
</div>
</section>
<!-- Scoring formula & provenance -->
<section class="section-rail" data-gap="lg">
<div class="stack" data-gap="md">
<div class="section-head">
<div>
<span class="eyebrow">Methodology</span>
<h2>Scoring formula and run provenance</h2>
</div>
</div>
<div class="card stack" data-gap="sm">
<h3>Scoring formula</h3>
<p>Final score = <code>0.30 · generation_score + 0.55 · checker_score + 0.15 · hygiene_score</code></p>
<ul class="plain-list">
<li><strong>generation_score</strong> = generated_ok / total_evals (pass/fail rate)</li>
<li><strong>checker_score</strong> = max(0, 1 − 0.20 · checker_failures − 0.03 · checker_warnings)</li>
<li><strong>hygiene_score</strong> = average artifact compliance after unsupported-classes, external-asset, and missing-CSS penalties</li>
</ul>
</div>
<div class="card stack" data-gap="sm">
<h3>Run provenance</h3>
<ul class="plain-list">
<li><strong>Timestamp:</strong> 2026-05-20T18:40:00Z</li>
<li><strong>Command:</strong> <code>python3 scripts/run_skill_evals.py --skill-dir birch-html --model codexresponses.gpt-5.5 --label skill-candidate-b-gpt55</code></li>
<li><strong>Model:</strong> codexresponses.gpt-5.5 (same for both seeds)</li>
<li><strong>Eval set:</strong> numeric-data, code-review, module-explainer, implementation-plan</li>
<li><strong>Seed A report:</strong> <code>eval-runs/reports/skill-seed-gpt55/summary.json</code></li>
<li><strong>Candidate B report:</strong> <code>eval-runs/reports/skill-candidate-b-gpt55/summary.json</code></li>
<li><strong>Source file:</strong> <code>evals/benchmark-comparison/source.json</code></li>
</ul>
</div>
</div>
<aside class="reference-panel">
<div class="stack" data-gap="sm">
<div class="eyebrow">Caveats</div>
<ul class="plain-list">
<li>Provider token schemas differ; cached, reasoning, and effective tokens are not apples-to-apples. Token deltas (±7–8%) should be read as directional, not precise.</li>
<li>Checker warnings are mechanical contract signals: they flag structural or rendering deviations but are not a complete human quality score.</li>
<li>Wall time includes model latency and harness overhead; small differences (±20 s per eval observed) should be treated as noisy.</li>
<li>Hygiene dip of 0.01 may reflect a single artifact deviating on a minor compliance check — not assessed manually.</li>
<li>Candidate B’s <code>code-review</code> artifact still needs manual inspection for long diff wrapping before committing to seed promotion.</li>
<li>One warning persists on <code>module-explainer</code> (mobile flow caption density) — likely a design constraint, not a regression.</li>
</ul>
</div>
</aside>
</section>
<!-- Recommendation & next experiment -->
<section class="section stack" data-gap="md">
<div class="section-head">
<div>
<span class="eyebrow">Recommendation</span>
<h2>Decision and next experiment</h2>
</div>
</div>
<div class="card stack" data-gap="sm">
<h3>Decision: PROMOTE</h3>
<p>Candidate B should be promoted as the next GEPA seed. The final score improvement of +0.048 (+5.2%) and warning reduction from 5 to 2 justify the cost increase of $0.22 and latency increase of 77 s. All four evals show score gains with no generation failures.</p>
</div>
<div class="flow-list">
<ol>
<li class="flow-step">
<span class="flow-num">1</span>
<div class="stack" data-gap="sm">
<h3 class="flow-title">Promote Candidate B for single-model GEPA run</h3>
<p class="flow-detail">Run GEPA generation with the Candidate B skill seed on codexresponses.gpt-5.5. Validate the output artifacts against existing Seed A baselines.</p>
</div>
</li>
<li class="flow-step">
<span class="flow-num">2</span>
<div class="stack" data-gap="sm">
<h3 class="flow-title">Cross-model validation</h3>
<p class="flow-detail">Rerun on Kimi and Gemini before broad model-suite validation. This ensures the seed quality is not specific to a single provider.</p>
</div>
</li>
<li class="flow-step">
<span class="flow-num">3</span>
<div class="stack" data-gap="sm">
<h3 class="flow-title">Manual inspection</h3>
<p class="flow-detail">Inspect the code-review artifact for long diff wrapping before committing the candidate as the permanent seed. One warning on module-explainer mobile flow caption may also warrant a design pass.</p>
</div>
</li>
</ol>
</div>
</section>
</main>
</body>
</html>

Xet Storage Details

Size:
79 kB
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Xet hash:
dab46c95a6f94e98da88cf711947299a986c20ebb1c123743245eb0c2a8e3b7c

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