Founder of mokka. Independent software, made in Germany.
Siegen, DE / web - AI - privacy / palestina libre
I build open-source tools that put decision models between your app and your LLMs. Two engines, one idea: measured, auditable decisions that cut costs and improve quality.
Built on the laya decision engine.
- laya-router — 54.9% cost reduction, $0 per decision · PyPI
- laya-compactor — cut 70% of RAG tokens, same answer quality · PyPI
- laya-triage — fine-tuned from 51% to 90.5% accuracy · PyPI
- laya-phishield — explainable phishing, $0 per 1,000 emails · PyPI
- laya-evals — calibration audits + CI gates · PyPI
Built on Cloudflare's Clef decision models.
- clef-router — 92.9% accuracy on T4 runs · PyPI
- clef-compactor — RAG compaction, 64k context · PyPI
- clef-evals — calibration-first evaluation · PyPI
| laya | Clef | |
|---|---|---|
| Latency | 5.8ms | 38.8ms (flash) |
| Quality (BFCL) | 38.1 | 98.8 |
| Context | 32k | 64k |
| Hosting | local | Cloudflare |
Use laya for speed. Use Clef for quality. Both Apache 2.0.
Websites, AI products and automation for small businesses.
Next.js - TypeScript - n8n
AI-assisted checks that make Buergergeld notices easier to understand.
RAG - Qdrant - OCR
Automatic PDF redaction. Private data stays private.
Python - NER - MuPDF
Members, staff, equipment and finances in one studio workspace.
Next.js - Prisma - PostgreSQL
TypeScript - React - Next.js - Python - FastAPI - PostgreSQL - Docker
RAG - NER - OCR - Qdrant - n8n - Playwright