Hobby projectAI / Content2026

Kısaca

A Turkish quick-answers content engine — Redis caching, an AI summarisation cascade and SEO-first structure.

Kısaca

Kısaca is a hobby project: a Turkish quick-answers engine that pulls and summarises content into short, citable answers. It’s where I experiment with AI integration and content SEO at scale.

It uses an external-API cascade (Groq Llama → Gemini) for resilient summarisation, an Upstash Redis cache layer with a fallback-safe wrapper, and heavy SEO — JSON-LD FAQPage/Article, canonical URLs and featured-snippet-oriented content.

What I built

  • AI summarisation cascade (Groq → Gemini)
  • Redis caching with fallback-safe wrapper
  • FAQPage / Article structured data
  • Featured-snippet-oriented content

Tech stack

Next.jsUpstash RedisGroqGeminiTypeScript
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Want to build something similar?

Tell me about your project — I’ll come back with a clear scope and estimate.

varlikbbusiness@gmail.com

More work