About

Founder of SysArt Consulting and VDF AI. I help organizations turn AI from isolated experiments into governed, practical, and value-delivering systems. With 15+ years in organizational transformation, 200+ coached teams, and large-scale transformation experience across enterprises, my work connects AI, systems thinking, and responsible execution. Author of *Failure Stories* and builder of enterprise AI solutions for regulated, complex environments.

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Maker History

  • VDF AI Networks
    VDF AI NetworksSelf-improving on-prem agent networks for complex work
    Aug 2026
  • 🎉
    Joined Product HuntMay 31st, 2026

Forums

21d ago

VDF AI Networks - Self-improving on-prem agent networks for complex work

VDF AI Networks lets you describe what you want to achieve — and turns your goal into a multi-agent workflow. It automatically decomposes tasks and orchestrates the right agents, tools and models for each step, with retries, fallbacks and full audit trails. Every run generates feedback, helping Networks continuously improve routing, tool selection and planning. Track cost, latency, energy for every run. Deploy in the cloud, hybrid, or 100% on-prem — with your data staying on your infrastructure.

4mo ago

Building VDF AI — on-premise AI agents for enterprise teams

Hi Product Hunt community

I m Suha Sel uk, founder of VDF AI and SysArt Consulting.

My background is in organizational transformation, systems thinking, and enterprise agility. Over the last years, I ve worked with teams and leaders on how organizations actually improve not only by adopting tools, but by changing how decisions, feedback loops, and delivery systems work.

How do you stay aware of what your AI coding agents are doing?

I've been running Claude Code, Cursor, and Codex pretty heavily for the last few months and I keep hitting the same loop:

1. Start a task in one agent

2. Switch to something else (Slack, Twitter, another terminal)

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