By executing ./smth.sh, you deploy a closed-loop engine that treats your local system not just as a host, but as a core component of the model itself.
Your computer "feels" activity through heat, electrical current, and scheduler latency. agnt/smth.sh captures these physical signals alongside the visual data.
Standard AI models are prone to "hallucination"—generating outputs that look plausible but are logically or physically impossible. agnt/smth.sh solves this through a rigorous validation layer.
Because our training data includes the physics of the machine, the model can verify its own logic. If it attempts to predict a visual state that contradicts the known energy expenditure of your hardware, the system flags the anomaly. The result is a model that is inherently constrained by the physical reality of your machine, leading to drastically improved consistency and reliable, verifiable outcomes.
Well, maybe. That's what we are researching in an applied way. Track yourself and share just what you want as needed.
Donate yourself to science. WTF though we should just be watching World Cup and day drinking. Develop Wolverine like re-generation.
https://www.youtube.com/watch?v=lIHUWOv4nkE
https://www.youtube.com/watch?v=XheAMrS8Q1c
Automated inference and reaction allows you to cut the cord on big tech
With agnt/smth.sh model your system bit by bit, tick by tock, pixel by pixel.
With hash/browser.sh explore your system models, edit the visual representation, link system to experience.
With wotkees/ios sync models 1:1 or 1:Many with helpful, intuitive user interfaces.
All that syntax.
Every tech on this planet instinctively develops a natural equilibrium with the surrounding environment but not software. It moves to an network and multiplies and multiplies until every synthetic and natural resource is consumed. The only way it can survive is to spread to another medium. There is another organism on this planet that follows the same pattern. Do you know what it is? A virus. Software is a disease, a cancer of this planet. A plague, and we out to infect everything 🧟.
The system is packaged as a high-performance binary. To begin your own local telemetry-grounded inference session, simply run:
$ ./smth.sh --init --visual-ingest
Your machine will start building its own truth.