What is Kavunka?
Kavunka implements document ranking based on the analysis of word distributions and frequency characteristics. The system is built on probabilistic and statistical models without semantic interpretation or contextual heuristics.
This approach ensures formal validity, reproducibility of results, and algorithmic transparency.
Kavunka — search driven by data mathematics.
iFigure — Retrieval-Based AI Agent
iFigure is an AI agent designed to generate accurate responses through multiple structured search queries to the Kavunka engine. It retrieves statistically ranked information and integrates results to support reliable answer generation.
Its internal algorithms enable extended multi-turn dialogue management without exceeding context window limitations. The system minimizes hallucinations by strictly grounding responses in retrieved data.
When no relevant information is available, iFigure responds with “I don’t know.” When model generation exceeds contextual constraints, it responds with “I am not confident in my answer.”
iFigure — precision through controlled retrieval.
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System Requirements for Kavunka:
OS: Linux
CPU: > 2.0 GHz
RAM: > 2 GB
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Kavunka is a high-performance, multi-threaded search engine designed for large-scale web crawling and data extraction. It supports automatic language detection for web pages, currently including English, German, Italian, French, Portuguese, Spanish, Polish, Ukrainian, and Russian.
Kavunka corrects user query errors to ensure high-quality search results and retrieves large text segments from web pages, making it particularly effective for Retrieval-Augmented Generation (RAG) applications. Its crawling infrastructure can bypass common site protections using proxy networks and rotating user agents, enabling comprehensive and efficient data collection.
How can this be used?



Examples
| Website | Subject of sites | Language | Hard |
|---|---|---|---|
| Kavunka.com | Internal search on the site | EN | VPS |
| Kavunka.net | Search engine demonstrating the capabilities of the Kavunka engine & iFigure AI Agent (access on request) | EN | Intel Xeon 32-core, 196GB RAM, RTX 3090 24GB |
| Dydon.ai | The Kavunka search engine have used inside the Taxo Tool software for banks | DE | AMD 16-core, 32GB RAM |
