automatedinference.ai

Validation Through Physical Reality

Neural inference of compute schedules grounded in the physics and telemetry of local hardware.

agnt/smth.sh

(...Ubuntu only atm 😟 generic 🐧 🍎 soon)

The core intelligence engine. agnt/smth.sh runs silently in the background, binding raw hardware telemetry directly to visual state changes. By mapping the exact energy expenditure of your screen output, it logs a multi-dimensional binary model of the exact compute schedules required to recreate the system states. Only the contacts key from wotkees/ios + hash/browser.sh can translate the data into a visual representation. Even root user cannot read the data.

Better not lose that key. Or... don't just put them on block; throw away the key!

hash/browser.sh

(...Ubuntu only atm 😟 generic 🐧 🍎 soon)

hash/browser.sh The topological rendering engine. Interact with your system's history through a spatial representation. Edit documents, images, 3D worlds... recorded machine states, recreated as 3D geometry. You can rearrange structural relationships and alter behavioral paths directly on the canvas. If running, edits draw the attention of agnt/smth.sh.

wotkees/ios

A Web of Trust keystore and sync orchestrator. Generate over short-range wireless 1:1 cryptographic keys. Built-in Apple Shortcuts configure your local network to sync vectors you select via hash/browser.sh in a virtualization of your system. A single tap authenticates with and links 🍎, Windows WSL, and 🐧 that, along with agnt/smth.sh, hash/browser.sh forms a trusted cross-platform web-of-trust.

Go. Hunt poke, yo.

2026, July

agnt/smth.sh, and hash/browser.sh have hit MVP/core complete state.
Both will now be subjected extensive runtime QA and subsequent code base refinement. Get in touch to keep updated!

AI.AI channels...

Twitch
...YT coming soon

Reverse the video noise and audio stream into the Linux desktop that recorded it with hash/browser.sh

No slop; artisanal garbage

Punk rock af 🎸 *down down down down down down...*

Both channels also host fills for some of our favorite tracks; hand-crafted out of tune sound. Like Rifftracks for bad music but in the guitar riff sense, not the bad puns and sarcasm sense. Well, yeah like that too. Anyway; sync them up and see what you think.

Open to requests; no promises