HumanErrors.ai — Directed Chaos
Traditional courses teach you what to do.
We teach you what NOT to do — and why.
001 — About
"Technology changes by the week. If you only memorize software buttons and node setups, your skillset has an expiration date.
At HumanErrors.ai, we don't just teach the technology—we teach you how to think alongside it.
Think of it as Poka-Yoke for the creative mind. Instead of building rigid walls to prevent mistakes, we use the friction points of artificial intelligence to sharpen your creative intuition. We bridge the gap between technical execution and artistic vision, training you to treat AI not as a mechanical calculator, but as a collaborative sparring partner.
We don't focus on software memorization. We focus on master-level direction, strategic iteration, and the logic of co-creation.
Stop troubleshooting the machine. Start directing it.
...that’s at least what we are trying to do."
Fadi h. Kacem - Founder of Humanerrors.ai
01
Learning Platform
Courses built around real-world production errors. Understand AI models by understanding where they — and we — go wrong.
02
Consulting / Custom training
Strategic AI integration for creative studios and teams. We map your workflow, identify friction, and build human-centered solutions.
03
Production
High-end AI-driven visuals and films, built by a team that understands architectural representation, not just prompting — guided by the philosophy of Directed Chaos.
002 — Output
003 — Courses
Featured Course

Model Mastery
Designed for architects, designers, and archviz professionals. Learn powerful techniques for sketch-to-render, relighting, people integration, furniture placement, multi-camera scene generation, editing 4K to 8K images and more.
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Workflows
This is a ComfyUI Custom upscaler Workflow _ Run locally Stable at 2K, 4K, and 8K. Capable of delivering up to 11K.
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Full Library
Browse the complete collection of courses and workflows on notjustimg.com.
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004 — Collaborate
Whether you need strategic AI consulting, custom training and courses built around real-world production, or a creative production partner who understands both design and machine intelligence — we're here.
Drop us a line and let's start the conversation.
"The team at Humanerrors.ai executed our conceptual brief with remarkable skill, transforming aspirational ideas into photorealistic imagery. They delivered results every step of the way that pushed the bleeding edge of generative AI."
" The course went in depth explaining not only how but also why certain things are done in each workflow. "
"I've taken several of HumanErrors's courses, and none of them disappointed me. I highly recommend their courses to both beginners and more advanced users. Whether you're just starting with AI in architecture or already using it in your daily workflow, you'll definitely learn techniques that will improve your efficiency and give you more creative control."
"Collaborating on AI production has been incredible, and the level of service is unmatched. The courses we enrolled in on humanerrors.ai significantly enhanced our pipeline, helping us cut through the noise, understand the 'Why', and find the most effective ways to implement these new tools directly into our production workflow."
005 — Waitlist
Be the first to know when we release workflows, models, and techniques. No spam. No noise. Just the good stuff.