Improve composition affinity scoring for more relevant results

[Muneerali199]

• Enhanced the composition affinity scoring algorithm to improve the accuracy of layout recommendations.
• Refined internal weighting logic to provide more relevant composition matches based on user input.

v0 Session

[vercel]

Deployment failed with the following error:

Hobby accounts are limited to daily cron jobs. This cron expression (*/15 * * * *) would run more than once per day. Upgrade to the Pro plan to unlock all Cron Jobs features on Vercel.

Learn More: https://vercel.link/3Fpeeb1

[netlify]

❌ Deploy Preview for docmagic1 failed. Why did it fail? →

Name	Link
🔨 Latest commit	b6bee91
🔍 Latest deploy log	https://app.netlify.com/projects/docmagic1/deploys/6a5181dc0c5a8e0008185ce8

[coderabbitai]

Warning

Review limit reached

@Muneerali199, you've reached your PR review limit, so we couldn't start this review.

Next review available in: 22 minutes

Enable usage-based reviews in Billing to review now. Otherwise, wait until the next included review is available.
You're only billed for reviews past your plan's rate limits ($0.25/file).

How can I continue?

After more reviews become available, a review can be triggered using the @coderabbitai review command as a PR comment. Alternatively, push new commits to this PR.

To avoid repeated limits, reduce automatic review volume by pausing incremental auto-reviews earlier, using label-based review opt-in, excluding WIP or generated PR titles, or requesting reviews manually when the PR is ready. If your team needs uninterrupted high-volume reviews, an organization admin can enable usage-based reviews.

How do review limits work?

CodeRabbit enforces per-developer PR review limits for each organization. Most developers receive the normal plan review availability.

For paid Pro and Pro+ PR reviews, CodeRabbit uses adaptive limits for sustained high-volume activity. When a developer's recent PR review activity reaches the 95th percentile or higher among CodeRabbit users, additional reviews become available more gradually as earlier reviews age out of the rolling window.

Please refer docs for additional details.

Review details

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 593e62c3-3025-4e5e-9f86-fbdad766b740

📥 Commits

Reviewing files that changed from the base of the PR and between bfa194b and b6bee91.

📒 Files selected for processing (5)

• lib/presentation/art-director/apply.ts
• lib/presentation/layout/composition.ts
• lib/presentation/layout/materialize.ts
• lib/presentation/orchestrator.ts
• lib/presentation/visualization/primitives.ts

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch semantic-decision-pipeline-audit

---

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

• X
• Mastodon
• Reddit
• LinkedIn

_{Comment @coderabbitai help to get the list of available commands.}

[netlify]

❌ Deploy Preview for docmagic-muneer failed. Why did it fail? →

Name	Link
🔨 Latest commit	b6bee91
🔍 Latest deploy log	https://app.netlify.com/projects/docmagic-muneer/deploys/6a5181dc06b876000874495e