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Kryonexus

provenance:github:smouj/Kryonexus
WHAT THIS AGENT DOES

Kryonexus helps you find the most relevant information, even when dealing with a lot of data that might contain irrelevant details. It combines different ways of understanding language to deliver accurate results quickly. This is useful for businesses needing powerful search capabilities, like helping customers find what they need on a website or assisting employees in quickly accessing important documents. Decision-makers can also use it to get the best information for making choices. What sets Kryonexus apart is its speed and ability to provide highly relevant results, even in complex situations.

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README
# Kryonexus

<p align="center">
  <img src="./assets/branding/logo.svg" alt="Kryonexus logo" width="88" />
</p>

![Language](https://img.shields.io/badge/language-Python%203.11%2B-blue)
![License](https://img.shields.io/github/license/smouj/Kryonexus)
![Last Commit](https://img.shields.io/github/last-commit/smouj/Kryonexus)
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[![Ko-fi](https://img.shields.io/badge/Ko--fi-Support%20this%20project-ff5f5f?logo=ko-fi&logoColor=white)](https://ko-fi.com/smouj013_dev)

<p align="center">
  <a href="./README.md"><img src="https://img.shields.io/badge/README-English-1f6feb?style=for-the-badge" alt="English"></a>
  <a href="./README.es.md"><img src="https://img.shields.io/badge/README-Español-c92a2a?style=for-the-badge" alt="Español"></a>
</p>

**High-performance hybrid retrieval and ranking engine.**

## Vision
Combines lexical and semantic ranking for low-latency decision-grade results.

## What problem it solves
Single retrieval methods miss relevance in noisy datasets.

## Core superpower
- ⚡ **Hybrid rank fusion with streaming result interfaces**

## Key use cases
- ✅ Search backends
- ✅ Decision support
- ✅ Facet-ready retrieval
- ✅ Relevance tuning


## API surface
`POST /search`, `WS /search`, `GET /health`

## Technical stack
- **Core stack:** FastAPI + BM25/FAISS strategy layer
- **Runtime:** local-first, self-hosted friendly
- **Infra:** Docker Compose + Caddy + Redis/Chroma/Ollama compatibility

## Current status (Feb 2026)
- ✅ Public scaffold available
- ✅ Bilingual README (EN default + ES)
- ✅ CI + release baseline configured
- 🚧 Feature hardening in progress

## Quick start
```bash
git clone https://github.com/smouj/Kryonexus.git
cd Kryonexus
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python -m src.kryonexus.cli --help
```

## Documentation
- [Implementation Guide](./docs/IMPLEMENTATION.md)
- [Architecture](./docs/ARCHITECTURE.md)
- [Runbook](./docs/RUNBOOK.md)
- [Deployment Guide](./docs/DEPLOYMENT.md)
- [Release Process](./docs/RELEASE.md)
- [Changelog](./CHANGELOG.md)

## Contributing
Contributions are welcome. Please read [CONTRIBUTING.md](./CONTRIBUTING.md).

## License
MIT © 2026 smouj

---

### Other skills
Explore the full ecosystem here: **[smouj/smouj](https://github.com/smouj/smouj)**

**Signature:** [@Smouj013](https://x.com/smouj013)

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First discoveredMar 21, 2026

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first seenFeb 23, 2026
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