Theboundaryis moving.

For decades, engineers drew the boundaries between perception, memory, planning and control. Learned models are moving them.

Subject AI / robotics / agentsQuestion Where does intelligence live?Terrain The physical world

A command becomes possible interpretations, then resolves into a physical grasp. — **01 / Human intent**Specify the objective02 / Machine interpretationChoose a path through uncertainty03 / Physical executionAct inside the boundary

01 / Latest essay

The robot brain is being rewritten.

Read the working essay

World models, memory and agentic systems are changing where intelligence lives inside a robot.

Essay 001
Robotics / world models / embodied AI
September 2026

02 / Working notes

N.001

Reason while discovering. Compile when understood.

Agents → deterministic routines

N.002

The most deployable autonomous machines are often the least independent.

Deployment / safety

N.003

Autonomy is not a switch. It is the transfer of decisions.

Motion → job

03 / About TAIO

Software learned to reason. Now it is touching reality.

Hand-drawn portrait of TAIO wearing glasses. — TAIO / Author mark2026

TAIO is where I write about robotics, autonomous systems, AI agents, and the engineering required when intelligence starts making decisions in the physical world.

Longer investigations, published when something feels important enough to understand properly.