Reader layer
Next.js + React pages built around fast public reading, date-wise Current Affairs, search, SEO and student navigation.
Production case study
CurrentPulse AI
A live publishing and exam-information platform for Current Affairs, News, revision tools and official-source exam updates, with administrator-controlled editorial publishing and production-grade Cloudflare delivery.
The challenge
Keep a large information product reliable without making every page expensive.
Current Affairs and News need a controlled publishing workflow that preserves administrator-selected source material, keeps provenance visible and avoids accidental rewriting or duplicate processing.
ResultPulse is a separate workflow for official exam authorities: results, admit cards, applications, answer keys and notifications need filtering, clean titles, correct dates and durable public URLs.
Architecture
Separate editorial publishing, public reading and operational automation.
Data layer
Supabase/PostgreSQL stores published articles, administrator PDF imports, source provenance, exam updates and operational state.
Publishing
Current Affairs and News use an administrator-controlled PDF/manual publishing path so editorial input stays explicit and traceable.
Quality
Publication safety checks, title cleanup, source-provenance handling, sitemap quality gates and live regression checks protect public output.
ResultPulse
Official exam-authority updates are normalized, filtered and ranked separately from editorial Current Affairs and News.
Infrastructure
Cloudflare serves the public product while GitHub Actions provides validated deployment, background jobs and release safeguards.
Current Affairs + News publishing
- Administrator selects and uploads the publishing source.
- The import path preserves editorially selected text and provenance.
- Quality gates clean structural artifacts without inventing new reporting.
- Articles are published into date-wise public readers with SEO metadata.
- Cloudflare serves the validated production build.
ResultPulse pipeline
- Track official exam/recruitment authority updates.
- Normalize results, admit cards, notifications and deadlines.
- Filter low-value navigation artifacts and future-listing date errors.
- Keep official source links as the action destination.
- Publish clean, indexable exam timelines and archive pages.
Need a product with automation, AI and real production infrastructure?
The useful part is not adding AI everywhere. It is deciding which work should be static, deterministic, database-driven, administrator-controlled or model-assisted — then building the failure paths too.
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