Building AI systems that shouldn’t work, but do. Learn how to break things properly.
This is where we test the breaking points of AI and automation. No corporate fluff – just real engineering pushing systems to their limits. If you’re interested in building things that make senior developers say ‘that’s not possible,’ you’re in the right place.
Latest Experiments
Finding the limits, then pushing past them. Here’s what breaks and why.
Running transformer models locally without setting your GPU on fire. Yes, it’s possible.
From content generation to system integration. Make AI do the heavy lifting.
We are committed for giving support and powerful features.
Because efficiency matters.
Machines do what they do best.
Optimization that counts.
Run transformer models locally without melting your GPU. From vLLM to custom integrations.
Enterprise-grade automation that turns chaos into structure. WordPress to AI pipeline that actually scales.
Connect APIs that weren’t meant to talk. Watch Telegram bots generate images while running local inference.
Monitor memory, optimize inference, squeeze maximum performance from your hardware. See your system breathe.
Build cool stuff. Learn from failures. Have fun doing it.
Find answers to commonly asked questions about our support and services.
A platform for developers pushing the limits of AI integration and automation. We focus on local LLMs, content automation, and system optimization that scales.
Each project comes with complete source code, implementation guides, and system architecture breakdowns. You’ll see both the successes and the failures.
You should be comfortable with Python and basic AI concepts. The rest? We’ll figure it out together.
Most projects are designed to run on consumer hardware. We optimize for real-world constraints, not infinite cloud budgets.
Full project source code, implementation guides, private Discord access, and monthly live builds where we break things in real-time.
Whether you’re trying to run LLMs on a Raspberry Pi or need help scaling your content automation – I’m interested in the challenging stuff. Fair warning: I might turn your project into a tutorial.
We never send you spam, we give you a great chance. You can unsubscribe anytime
