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Add presentation materials for technical talk on transformer training Five standalone HTML visuals covering the RSA pipeline, training pipeline, gate decomposition, dataset anatomy, and model tier sizing. Slide deck brief describing a 35-slide two-act deck for a data science audience. Handoff note documenting what was created this session. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-21 20:01:52 -07:00
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>Dataset Anatomy</title>
<style>
* { box-sizing: border-box; margin: 0; padding: 0; }
body { background: #0f1117; font-family: 'Segoe UI', system-ui, sans-serif; display: flex; align-items: center; justify-content: center; min-height: 100vh; }
.slide { width: 960px; padding: 56px 72px; }
h2 { color: #e2e8f0; font-size: 1.5rem; font-weight: 400; letter-spacing: 0.05em; text-transform: uppercase; margin-bottom: 48px; text-align: center; }
.top-stats { display: flex; gap: 20px; margin-bottom: 36px; }
.stat-card { flex: 1; background: #161b27; border-radius: 10px; padding: 22px 20px; text-align: center; border: 1.5px solid #2d3748; }
.stat-num { font-size: 2.2rem; font-weight: 700; margin-bottom: 4px; }
.stat-label { font-size: 0.72rem; letter-spacing: 0.1em; text-transform: uppercase; color: #6b7280; }
.c1 .stat-num { color: #60a5fa; }
.c2 .stat-num { color: #4ade80; }
.c3 .stat-num { color: #f87171; }
.c4 .stat-num { color: #fbbf24; }
.mid { display: flex; gap: 24px; margin-bottom: 28px; }
.class-balance { flex: 1; background: #161b27; border-radius: 10px; padding: 22px 22px; border: 1.5px solid #2d3748; }
.section-title { font-size: 0.65rem; letter-spacing: 0.12em; text-transform: uppercase; color: #6b7280; margin-bottom: 16px; }
.bar-row { display: flex; align-items: center; gap: 12px; margin-bottom: 14px; }
.bar-name { font-size: 0.82rem; color: #94a3b8; width: 200px; flex-shrink: 0; }
.bar-track { flex: 1; height: 22px; background: #1e2433; border-radius: 4px; overflow: hidden; position: relative; }
.bar-fill { height: 100%; border-radius: 4px; display: flex; align-items: center; padding-left: 10px; font-size: 0.72rem; font-weight: 600; white-space: nowrap; }
.bar-fill.pos-resolve { background: linear-gradient(90deg, #1d4ed8 0%, #3b82f6 100%); color: #bfdbfe; width: 76.9%; }
.bar-fill.neg-resolve { background: #1e2433; color: #4a5568; width: 23.1%; }
.bar-fill.pos-architect { background: linear-gradient(90deg, #5b21b6 0%, #8b5cf6 100%); color: #ddd6fe; width: 19.8%; }
.bar-fill.neg-architect { background: #1e2433; color: #4a5568; width: 80.2%; }
.bar-pct { font-size: 0.75rem; color: #6b7280; width: 40px; text-align: right; flex-shrink: 0; }
.corpus-issue { flex: 0 0 300px; background: #1a1500; border: 1.5px solid #f59e0b; border-radius: 10px; padding: 22px; }
.corpus-issue .section-title { color: #92400e; }
.issue-item { display: flex; gap: 10px; margin-bottom: 12px; align-items: flex-start; }
.issue-bullet { color: #f59e0b; flex-shrink: 0; font-size: 0.85rem; margin-top: 2px; }
.issue-text { font-size: 0.82rem; color: #d97706; line-height: 1.5; }
.issue-text strong { color: #fbbf24; }
.tsv-preview { background: #161b27; border-radius: 10px; padding: 22px 24px; border: 1.5px solid #2d3748; }
.tsv-header { display: flex; gap: 0; margin-bottom: 14px; }
.col-head { font-size: 0.65rem; letter-spacing: 0.1em; text-transform: uppercase; color: #6b7280; padding: 0 12px; border-right: 1px solid #2d3748; }
.col-head:first-child { padding-left: 0; width: 70px; }
.col-head:nth-child(2) { width: 60px; }
.col-head:last-child { flex: 1; border-right: none; }
.tsv-row { display: flex; gap: 0; padding: 7px 0; border-bottom: 1px solid #1a1f2e; font-family: 'Courier New', monospace; }
.tsv-row:last-child { border-bottom: none; }
.col-val { font-size: 0.78rem; padding: 0 12px; border-right: 1px solid #1e2433; white-space: nowrap; overflow: hidden; text-overflow: ellipsis; }
.col-val:first-child { padding-left: 0; width: 70px; font-weight: 700; }
.col-val:nth-child(2) { width: 60px; color: #4a5568; }
.col-val:last-child { flex: 1; border-right: none; color: #94a3b8; }
.v1 { color: #4ade80; }
.v0 { color: #6b7280; }
</style>
</head>
<body>
<div class="slide">
<h2>Dataset Anatomy — prereq_op_selector</h2>
<div class="top-stats">
<div class="stat-card c1"><div class="stat-num">1000</div><div class="stat-label">runs extracted</div></div>
<div class="stat-card c2"><div class="stat-num">1297</div><div class="stat-label">accepted rows</div></div>
<div class="stat-card c3"><div class="stat-num">24</div><div class="stat-label">schema-drift rejected</div></div>
<div class="stat-card c4"><div class="stat-num">~17</div><div class="stat-label">unique text templates</div></div>
</div>
<div class="mid">
<div class="class-balance">
<div class="section-title">Class balance</div>
<div class="bar-row">
<div class="bar-name">needs_resolve_dependencies = yes</div>
<div class="bar-track"><div class="bar-fill pos-resolve">997 rows</div></div>
<div class="bar-pct">76.9%</div>
</div>
<div class="bar-row">
<div class="bar-name">needs_resolve_dependencies = no</div>
<div class="bar-track"><div class="bar-fill neg-resolve">300 rows</div></div>
<div class="bar-pct">23.1%</div>
</div>
<div style="height:10px"></div>
<div class="bar-row">
<div class="bar-name">needs_architect_review = yes</div>
<div class="bar-track"><div class="bar-fill pos-architect">257 rows</div></div>
<div class="bar-pct">19.8%</div>
</div>
<div class="bar-row">
<div class="bar-name">needs_architect_review = no</div>
<div class="bar-track"><div class="bar-fill neg-architect">1040 rows</div></div>
<div class="bar-pct">80.2%</div>
</div>
</div>
<div class="corpus-issue">
<div class="section-title">⚠ Corpus limitation</div>
<div class="issue-item">
<div class="issue-bullet">▸</div>
<div class="issue-text">Only <strong>~17 unique text templates</strong> across 1297 rows. High row count masks low actual diversity.</div>
</div>
<div class="issue-item">
<div class="issue-bullet">▸</div>
<div class="issue-text">The taskitem schema records <strong>outputs</strong>, not discriminative inputs. RSA-relevant fields were never stored.</div>
</div>
<div class="issue-item">
<div class="issue-bullet">▸</div>
<div class="issue-text">Baselines are <strong>intentionally weak</strong>. Pipeline is correct; signal improves with schema changes upstream.</div>
</div>
</div>
</div>
<div class="tsv-preview">
<div class="section-title">Fabricate TSV format — prereq_resolve_train.tsv (sample rows)</div>
<div class="tsv-header">
<div class="col-head">label</div>
<div class="col-head">hop</div>
<div class="col-head">text (title · reasons · accepts · constraints)</div>
</div>
<div class="tsv-row">
<div class="col-val v1">1</div><div class="col-val">0</div>
<div class="col-val">title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; no malformed mcp payloads</div>
</div>
<div class="tsv-row">
<div class="col-val v0">0</div><div class="col-val">0</div>
<div class="col-val">title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts | constraints: primary language go</div>
</div>
<div class="tsv-row">
<div class="col-val v1">1</div><div class="col-val">0</div>
<div class="col-val">title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: scenario 1 given when then; scenario 2 given when then | constraints: language runtime constraints</div>
</div>
<div class="tsv-row">
<div class="col-val v0">0</div><div class="col-val">0</div>
<div class="col-val">title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool execution event; no unbounded loops</div>
</div>
</div>
</div>
</body>
</html>
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