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m1rl0k merged 2 commits into from
Oct 19, 2026
Merged

Link CoIR benchmark and dated CE evaluation methodology #256

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3138422
docs: add CoIR and historical benchmark methodology references
m1rl0k Oct 19, 2026
699cecc
copy: distinguish adaptive learning from fixed benchmark snapshots
m1rl0k Oct 19, 2026
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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 @@ -17,6 +17,10 @@ test('home page explains model-agnostic intelligence and paid Starter pricing',
'80 paired comparisons across 40 code-navigation tasks'
);
await expect(page.locator('.evaluation-results')).toContainText('23% higher');
await expect(page.getByRole('link', { name: 'CoIR code-retrieval benchmark ↗' })).toHaveAttribute(
'href',
'https://github.com/CoIR-team/coir'
);
await expect(
page.getByRole('link', { name: 'TokensToGold methodology and scoring code ↗' })
).toHaveAttribute('href', 'https://github.com/noodlbox/tokens-to-gold');
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16 changes: 14 additions & 2 deletions src/routes/+page.svelte
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Expand Up @@ -325,7 +325,7 @@
</div>
<div class="visual-feature-text">
<span class="visual-feature-title">Self-Learning</span>
<span class="visual-feature-desc">Gets smarter as you search</span>
<span class="visual-feature-desc">Adapts from feedback when enabled</span>
</div>
</div>
<div class="visual-feature">
Expand Down Expand Up @@ -363,7 +363,19 @@
21.8.
</p>
<p>
Public retrieval-benchmark reference:
With learning enabled, retrieval adapts as feedback accumulates. These measurements capture
the tested model, configuration and sessions.
</p>
<p>
Public retrieval-benchmark references:
<a href="https://github.com/CoIR-team/coir" target="_blank" rel="noopener noreferrer"
>CoIR code-retrieval benchmark ↗</a
>,
<a
href="https://github.com/Context-Engine-AI/Context-Engine/blob/3f511257382c8c7820b6748338a820a46673900f/docs/BENCHMARKS.md"
target="_blank"
rel="noopener noreferrer">our benchmark methodology (January 2026) ↗</a
>, and
<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.
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