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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.
Hi Product Hunt! 👋
We built VDF AI Networks because real enterprise work is too complex to run in a single step.
A payment investigation, a compliance review, or a research report may require multiple agents, tools, models, and decisions to work together. Yet most orchestration tools still make you manually wire every step.
With VDF AI Networks, you describe the goal — and the Network builds the path.
It decomposes the goal into a multi-node workflow, assigns the right agents, tools, and models, and executes the work with built-in retries, circuit breakers, and full audit trails.
But here’s the part we’re most excited about:
Networks learn.
Every run generates feedback. VDF continuously improves model routing, tool selection, and planning — so the same Network can become measurably better at run 100 than it was at run 1.
No retraining. No manually tuning every workflow.
And because we work with organizations where data and control matter, Networks can run On-Prem on your own infrastructure. Your data stays within your perimeter, while every output comes with traceable provenance.
Under the hood, our adaptive routing is backed by peer-reviewed research.
And you can try VDF AI Networks your way — start in the cloud or deploy with Docker on your own infrastructure. You can be running your first Network in under 30 minutes.
Build the Network once. Let it get better with every run.
We’d love to hear what you build with it. 🚀
Love the vision here! The ability to simply describe a goal and have the network orchestrate the right models and tools while continuously improving from feedback is exactly what the AI space needs right now. Doing all of this with full data privacy via on-premise deployment is a huge win. Great work!
@suha_selcuk Super clean approach to AI orchestration. I’m especially impressed by how Networks get smarter over time with routing and planning, without constant manual updates. Combining that with full audit trails and on-prem support directly addresses the gaps we see in production AI systems. Huge congrats on going live — rooting for VDF AI Networks ...
AI agents that learn together and improve with every single run could truly be a major leap forward for autonomous systems. Collaborative intelligence feels like the natural next step for AI. Congrats on the launch, team! Looking forward to seeing how this evolves!
Excited to see VDF AI Networks live on Product Hunt!
Building complex AI workflows shouldn’t mean manually connecting every step. Looking forward to seeing what people build with Networks!
About VDF AI Networks on Product Hunt
“Self-improving on-prem agent networks for complex work”
VDF AI Networks was submitted on Product Hunt and earned 11 upvotes and 10 comments, placing #25 on the daily leaderboard. 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.
VDF AI Networks was featured in SaaS (44.1k followers), Developer Tools (519k followers) and Artificial Intelligence (478.1k followers) on Product Hunt. Together, these topics include over 258k products, making this a competitive space to launch in.
Who hunted VDF AI Networks?
VDF AI Networks was hunted by Suha Selcuk. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Suha Selcuk