These things exist to control a desktop. It is not magic to take control of your desktop. But another way to look at is MACROs (excel macros) are HARD. MACROHARD will make Macros easy and maybe effortless and intelligent.

OpenCLAW is cool but it is blind. They cannot see your desktop.

The XAI digital robot that watches the last 5 seconds of your screen video + keyboard/mouse inputs in real time, then acts on them like a human.

There is a lot of white collar, IT and office work that is
– reading screens
– moving info around
– making repetitive decisions
– clicking buttons in the right order.

Think booking flights on Jet Blue.

Visual processing & GUI interaction

Elon confirms as continuous real-time video (last 5 seconds of screen + actions). This is the Tesla FSD-style end-to-end neural net approach that NBF has expected. It is far more powerful and dynamic than static screenshots. Digital Optimus handles the fast instinctive execution and Grok steers the strategy.

They are leveraging AI4 now (already in millions of Teslas, $650 inference chips with 300 TeraOps aka 10X the compute of a laptop) for the heavy real-time lifting, with xAI GPUs used sparingly for Grok reasoning. Seamless upgrade to AI5 (and beyond) as the vehicle + Optimus fleet scales. This gives them essentially unlimited distributed inference at almost zero marginal cost.

The real-time video + System 1/System 2 split will work well with the new agent systems like OpenClaw. The open-source community is already shipping (GUI understanding, memory systems, tool orchestration, multi-app workflows). Tesla/xAI can cherry-pick the best patterns from OpenClaw and forks while adding the vision stack, Grok intelligence, and fleet-scale hardware.

Elon teeses more of a stronger, unified effort that uses Tesla's real-time video/action expertise + xAI's Grok reasoning + shared Tesla investment resources.

It will be capable of emulating the function of entire companies. That is why the program is called MACROHARD, a funny reference to Microsoft.

At the XAI all hands a couple of months ago, Elon said MACROHARD is being used internally to increase productivity by eight times.