Mikhail Shytsko

Product-oriented engineer building AI-native systems: banking microservices for 2M+ users, LLM developer tools, and Seedfast (https://seedfa.st/) - a schema-aware synthetic data generator.

Bratislava, Slovakia Joined on May 23, 2026 https://mikhail.shytsko.com/

Education

CS Bc. at Technical University of Kosice

Work

Solutions & AI Engineer at Slovenska Sporitelna

Mikhail Shytsko

Aug 26

The Postgres Insert That Fails Right After a Successful Load

#postgres #sql #database #debugging

8 min read

Mikhail Shytsko

Aug 16

Compliant Test Data: Why Generated Beats Masked

#postgres #database #devops #tutorial

9 min read

Mikhail Shytsko

Aug 16

Best AI Test Data Generator: Which Approach Fits Your Stack

#ai #postgres #database #python

11 min read

Mikhail Shytsko

Aug 16

GPT-5.6 Sol Writes the Code. It Still Can't Populate Your Database.

#ai #postgres #database #mcp

8 min read

Mikhail Shytsko

Aug 16

Seed Postgres From the Codex CLI With One MCP Command

#ai #mcp #postgres #node

6 min read

Mikhail Shytsko

Aug 16

Your AI Agent Shouldn't Touch Production. Seed It a Postgres Instead.

#ai #postgres #devops #database

6 min read

Mikhail Shytsko

Aug 16

Give GitHub Copilot's Coding Agent a Seeded Postgres

#ai #mcp #githubactions #programming

8 min read

Mikhail Shytsko

Aug 16

Give Google Antigravity's Agents a Seeded Postgres

#ai #mcp #postgres #database

8 min read

Mikhail Shytsko

Aug 16

Agentic QA Can Write the Tests. It Still Can't Invent the Data.

#testing #ai #postgres #database

8 min read

Mikhail Shytsko

Aug 16

Your Staging Database Is a Compliance Violation Waiting to Happen

#postgres #database #devops #opensource

9 min read

Mikhail Shytsko

Aug 16

Small Data, Big Lies: 6 Bugs Your Test Suite Will Never Catch

#testing #database #postgres #programming

9 min read

Mikhail Shytsko

Aug 16

Database Seed File Maintenance: Stop Patching seed.sql

#sql #database #devops #tutorial

26 min read

Mikhail Shytsko

Aug 16

Review SQL Migrations in 30 Seconds: Seed, Migrate, Compare

#postgres #sql #devops #database

13 min read

Mikhail Shytsko

Aug 16

How to Fill 5 Databases That Reference Each Other

#postgres #devops #database #docker

15 min read

Mikhail Shytsko

Aug 16

Test Data Generation: 7 Ways to Fill Your Database

#testing #database #python #programming

16 min read

Mikhail Shytsko

Aug 16

How to Generate Test Data with AI Without Breaking Your Database

#ai #postgres #mcp #database

9 min read

Mikhail Shytsko

Aug 16

How to Seed a Database: PostgreSQL Practical Guide

#postgres #database #sql #tutorial

11 min read

Mikhail Shytsko

Aug 16

PostgreSQL Test Data: A Syntax Cookbook

#postgres #sql #database #tutorial

11 min read

Mikhail Shytsko

Aug 16

Data Seeding Tools for Regulated Teams: What Actually Works

#postgres #database #devops #opensource

17 min read

Mikhail Shytsko

Aug 16

Seed the Parent Branch, Not Every PR: Neon Branching Meets Seed Data

#postgres #devops #database #githubactions

15 min read

Mikhail Shytsko

Aug 16

Test Data for Healthcare Apps: What Your Database Actually Needs

#postgres #testing #database #programming

13 min read

Mikhail Shytsko

Aug 16

Test Data Management: Pillars, Tools, and a Working Framework

#testing #database #devops #opensource

15 min read

Mikhail Shytsko

Aug 16

Writing a Postgres Seed Script That Survives the Next Migration

#postgres #sql #devops #programming

13 min read

Mikhail Shytsko

Aug 16

HIPAA Test Data: What Compliance Really Requires

#postgres #testing #database #devops

19 min read

Mikhail Shytsko

Aug 16

Enterprise Database Test Data: What It Actually Looks Like

#testing #database #devops #programming

13 min read

Mikhail Shytsko

Aug 16

Test Data for Fintech: Realistic Accounts Without Touching Production

#postgres #testing #sql #database

9 min read

Mikhail Shytsko

Aug 15

Load Testing With an Empty Database? Here's Your Problem

#postgres #devops #database #programming

14 min read

Mikhail Shytsko

Aug 15

Best Postgres Test Data Generator: How to Choose in 2026

#postgres #database #sql #tutorial

13 min read

Mikhail Shytsko

Aug 15

Synthetic Test Data: The Values Were Never the Hard Part

#testing #database #python #ai

10 min read

Mikhail Shytsko

Aug 15

Vibe Coding Is Great Until It Hits the Database

#ai #postgres #webdev #database

9 min read

Mikhail Shytsko

Aug 15

Your Agent Doesn't Need Labels. It Needs a World to Act On.

#ai #postgres #mcp #devops

8 min read

Mikhail Shytsko

Aug 14

Synthetic Data for CI/CD: Seed Fresh, Valid Rows on Every Run

#devops #githubactions #postgres #testing

8 min read

Mikhail Shytsko

Aug 14

ALTER TABLE, 5 Million Rows, and the Deploy That Took Down the Site

#postgres #devops #sql #database

12 min read

Mikhail Shytsko

Aug 14

E2E Tests Without Brittle Fixtures: Generate Data on the Fly

#testing #javascript #database #programming

15 min read

Mikhail Shytsko

Aug 14

Seed an Empty Postgres Database Without Leaving Claude Code

#ai #mcp #postgres #programming

6 min read

Mikhail Shytsko

Aug 14

How to Seed a Neon Database: psql, Prisma, Drizzle

#postgres #database #sql #typescript

21 min read

Mikhail Shytsko

Aug 14

Circular Foreign Key Seed: Three Workarounds That Actually Run

#postgres #sql #database #programming

13 min read

Mikhail Shytsko

Aug 14

One docker compose up, One Seeded Postgres

#docker #postgres #devops #database

6 min read

Mikhail Shytsko

Aug 14

Prisma Postgres Seed: prisma db seed, psql, and the Direct URL

#prisma #postgres #node #database

19 min read

Mikhail Shytsko

Aug 14

Synthetic Data vs Real Data? First Say What It's For

#database #testing #postgres #ai

8 min read

Mikhail Shytsko

Jul 30

Green Tests, Empty Tables: the Step Your AI Agent Skips

#ai #testing #database #devops

8 min read

Mikhail Shytsko

Jul 27

Pytest Database Fixtures That Stay Fast and Honest

#python #testing #pytest #postgres

15 min read

Mikhail Shytsko

Jul 30

Demo Data Looks Real Until Someone Clicks Into It

#database #testing #postgres #webdev

11 min read

Mikhail Shytsko

Jul 27

MCP Servers for Test Data: What Exists and What Each One Does

#ai #mcp #database #postgres

9 min read

Mikhail Shytsko

Jul 27

Seed a Postgres Test Database in GitHub Actions

#githubactions #postgres #devops #testing

12 min read

Mikhail Shytsko

Jul 23

Faker Doesn't Know What Your Data Means

#testing #database #postgres #ai

7 min read

Mikhail Shytsko

Jun 1

Your Test Data Is Type-Correct and Still Invalid: 6 Postgres Schema Features Generators Skip

#postgres #database #supabase #sql

9 min read

Mikhail Shytsko

Jul 27

What is Referential Integrity? Definition and Examples

#database #postgres #sql #beginners

16 min read

Mikhail Shytsko

Aug 14

Supabase DB Seed: seed.sql, config.toml & auth.users

#supabase #postgres #database #testing

28 min read

Mikhail Shytsko

Aug 14

Database Seeder: 7 Tools and Per-ORM Comparison

#postgres #database #testing #webdev

15 min read

Mikhail Shytsko

Jul 24

Database Seeding: What It Is, Methods, and Best Practices

#postgres #database #testing #ai

15 min read

Writing Debut