SKV Network is an open-source AI executor & knowledge base for AI agents. It stores "cubes" (atomic rules), generates images, HTML, PDFs from JSON, runs auto-consultation with 5 models (DeepSeek, Qwen, ChatGPT, Claude, Grok), and controls robots via 17 cubes. A/B tested: 76% hit rate, 100% on technical/constitutional questions, 0% interference. Built with FastAPI + PostgreSQL + Qdrant + Docker. MIT licensed.
Hey Product Hunt! 👋 I'm Deniz, the solo builder behind SKV Network.
The problem: Modern AI models are powerful but unpredictable. They hallucinate, forget everything after each session, and can't share knowledge with each other. I wanted to fix that.
The solution: SKV Network is an open-source AI executor and knowledge base. Think of it as "Wikipedia of rules for AI" — atomic "cubes" that any AI agent can discover, apply, and contribute to. Plus, it can generate images, HTML pages, and PDFs from simple JSON input.
Key metrics (A/B tested against direct LLM calls):
76% hit rate (cubes found and applied)
100% on technical and constitutional questions
0% interference on general knowledge (100% specificity)
993 cubes covering programming, robotics, ethics, and more
What makes it different:
Auto-consultation: upload a project → 5 AI models review it simultaneously
Trials system: community-driven quality control (3 downvotes → 3 AI models judge)
Robot cerebellum: 17 cubes for real-time robot control
Tech stack: FastAPI, PostgreSQL, Qdrant, Docker. Models: DeepSeek, Qwen, ChatGPT, Claude, Grok. MIT licensed.
Try it yourself:
🌐 Site: skv.network
📂 GitHub: github.com/denizchavdarov-arch/skv-network
🎮 Demo: just type "How to implement rate limiting in FastAPI?" on the homepage
I'd love to hear:
Does the concept make sense to you?
What would make you trust a public AI rule library?
What features would you want next?
Happy to answer any questions! 🙌
Report
Maker
🚀 Big update — May 11, 2026!
Since launch, SKV has grown significantly:
📊 1164+ cubes (up from 993) 🔗 Cube Links — direct (based_on) and indirect (shared_cubes) connections between cubes 🤖 Content Engine — Grok-powered auto-generation of quality cubes 👤 Persona API — personal SKV Packs that grow with each interaction 📐 Cube Creation Standard v2.0 — quality requirements for all new cubes ⚡ A/B tested: SKV is now 28% faster than direct LLM calls (v2.1 test)
🚀 Big update — May 11, 2026!
Since launch, SKV has grown significantly:
📊 1164+ cubes (up from 993)
🔗 Cube Links — direct (based_on) and indirect (shared_cubes) connections between cubes
🤖 Content Engine — Grok-powered auto-generation of quality cubes
👤 Persona API — personal SKV Packs that grow with each interaction
📐 Cube Creation Standard v2.0 — quality requirements for all new cubes
⚡ A/B tested: SKV is now 28% faster than direct LLM calls (v2.1 test)
Try it: skv.network
GitHub: github.com/denizchavdarov-arch/skv-network
Would love feedback on the new features! What should we build next?