# Automation & data pipelines

> Scheduled jobs, integration pipelines and operational data flows: collection, transformation and timing.

- Record count: 2
- Source: https://www.muhammetsafak.com.tr/en/labs/focus/otomasyon-veri/
- Language: en-US
- Author: Muhammet Şafak

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## All records

### Devrazzi: filtering developer news through layers of models

- A content pipeline that screens software and AI news locally with Ollama, hands survivors to larger models, and publishes Turkish and English syntheses.
- What it does today: Filters software and AI news through a local Ollama pass and hands the upper layers to the larger models, then writes and publishes the TR/EN synthesis on its own; the web and App Store builds are live. Anyone who wants their daily developer news in one feed can read it.
- State: Stable
- Maturity: Release candidate
- Form: Web app, Mobile app
- Started: 2026-06-28
- https://www.muhammetsafak.com.tr/en/labs/devrazzi/
- Markdown: https://www.muhammetsafak.com.tr/en/labs/devrazzi.md

### Personal and business finance on one data model

- A finance core that keeps multi-account income and expense tracking in a single model; it became Parantaj, running on web, iOS and Android.
- What it does today: One account/transaction model carries multi-account management, budgeting, goals and reporting on a single core; the web, iOS and Android clients are all live. Anyone who wants personal and business finances tracked in one place can use it.
- State: Became a product
- Form: Open source, Web app, Mobile app
- Started: 2024-03-01
- https://www.muhammetsafak.com.tr/en/labs/parantaj-lab/
- Markdown: https://www.muhammetsafak.com.tr/en/labs/parantaj-lab.md