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My First Self-Hosted AI/ML

2026-01-15 · ai-ml · Remote / Netherlands
Wadim Seminsky / Full-Stack Developer

First Attempt - Dormant

This was my first crack at building a self-hosted AI/ML system. I bit off more than I could chew with RAG pipelines and cognition cycles. Burned it down to come back with something cleaner.

What's There

  • RAG pipeline for content ingestion
  • Daily cognition cycles tracking three pillars: Leads, Voice, Skills
  • Frame generator for structured insights
  • Automated lead discovery
  • FastAPI dashboard with chat assistant

Tech

Ollama (Qwen), PostgreSQL, FastAPI, n8n, Caddy proxy.

The live system is still up at cognitive.wadiem.cloudns.be but I'm rebuilding it with a simpler, more focused approach.

Built as part of an ongoing exploration into ai-ml systems and design constraints.
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