Free · Ongoing · Community-Driven
This is an ongoing builders community, not a scheduled course. I share practical notes on local AI infrastructure, agent workflows, enterprise use cases, and the small products I am shipping. Get the notes by email, join the Discord, or do both.
How to run your own LLM fleet on consumer hardware. Model selection, quantization tradeoffs, multi-machine routing, and failover architecture. Real configs, not theory.
Practical workflows for content creation, data analysis, document processing, and multi-perspective review. The tools and pipelines I use daily.
What actually ships in enterprise data work. Customer intelligence, analytics automation, and go-to-market strategy powered by AI — from someone doing it in the field.
Following along as I build and iterate on real projects — from local inference fleets to web apps to content pipelines. Mistakes included.
Real experiments, architecture decisions, checks, and mistakes from the systems and products I am building.
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The community is not gated by email. Drop in, ask questions, share what you're working on, and compare notes with people building practical AI systems. The email is simply the quieter way to get new build notes.
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