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Link benchmark methodology and show supported relative accuracy gain #255

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Merged
m1rl0k merged 1 commit into from
Oct 19, 2026
Merged

Link benchmark methodology and show supported relative accuracy gain #255

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4 changes: 4 additions & 0 deletions e2e/demo.test.ts
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Original file line number Diff line number Diff line change
Expand Up @@ -16,6 +16,10 @@ test('home page explains model-agnostic intelligence and paid Starter pricing',
await expect(page.locator('.evaluation-method')).toContainText(
'80 paired comparisons across 40 code-navigation tasks'
);
await expect(page.locator('.evaluation-results')).toContainText('23% higher');
await expect(
page.getByRole('link', { name: 'TokensToGold methodology and scoring code ↗' })
).toHaveAttribute('href', 'https://github.com/noodlbox/tokens-to-gold');
await expect(
page.getByRole('heading', { name: 'Organization Knowledge', exact: true })
).toBeVisible();
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8 changes: 7 additions & 1 deletion src/routes/+page.svelte
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Expand Up @@ -350,7 +350,7 @@
Higher accuracy. <span class="gradient-text">Fewer calls. Fewer tokens.</span>
</h2>
<div class="evaluation-results">
<div><strong>+12 points</strong><span>file-and-symbol accuracy</span></div>
<div><strong>23% higher</strong><span>file-and-symbol accuracy</span></div>
<div><strong>14% fewer</strong><span>tokens per task, on average</span></div>
<div><strong>14% fewer</strong><span>tool calls per task, on average</span></div>
</div>
Expand All @@ -362,6 +362,12 @@
from 52.2% to 64.3%. Average tokens decreased from 1.01M to 0.88M and tool calls from 25.5 to
21.8.
</p>
<p>
Public retrieval-benchmark reference:
<a href="https://github.com/noodlbox/tokens-to-gold" target="_blank" rel="noopener noreferrer"
>TokensToGold methodology and scoring code ↗</a
>. The Context Engine figures above come from our separate agent A/B evaluation.
</p>
</details>
</section>

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