I help product companies fix slow, unpredictable delivery and turn engineering into a fast, scalable system.
- Identify bottlenecks in engineering systems
- Improve delivery speed and predictability
- Align engineering with product and business
- Use AI where it creates real leverage
- 2–3x faster delivery
- Up to 10x fewer bugs and downtime
- Higher predictability
System thinking + delivery metrics (T2M, Cycle Time, WIP) + AI
- 15+ years in engineering
- 8+ years in leadership roles
- Built MVPs hands-on
- Scaled teams and delivery systems
- Habr → https://habr.com/users/sg4tech/
- LinkedIn → https://www.linkedin.com/in/victor-demin/
- Telegram → https://t.me/cto_lifehacks/
- Medium → https://medium.com/@sg4tech
- AI agents workflows
- Engineering metrics tooling
- Delivery system experiments




