Wearable agent interface research

Give future agents real-world context.

AI Glasses explores how wearable input, local context and persistent memory can support controlled agent workflows outside the traditional screen.

Wearable real-world input
Persistent contextual memory
Controlled agent actions
Wearable context interface
Live scene → object → memory → guided action
Capture active
Object identified
Pump unit P-13
Live context
Location
Maintenance room B
Retrieved memory
Valve replaced 7 days ago

Previous visit ended with a recommendation to confirm stable system pressure.

Next verified step
Run pressure stability test

Do not close the task until the reading remains stable for the required interval.

Object match
97%
Memory match
2 relevant events
Action status
Guidance only
User confirmation
“Start the pressure test.”
Workflow bridge
Maintenance task opened
Task Pressure test
Asset Pump P-13
Contextual assistance

The interface provides the next step without taking control.

The object, memory and workflow are resolved automatically, but the user confirms the action and remains responsible for execution.

Human-in-command
Context observed
Object and location identified
Memory retrieved
Relevant prior event loaded
Action confirmed
User retains final control
Local scene processing Selective memory retrieval Explicit user confirmation
No autonomous physical action
Research premise

The next agent interface may begin with context, not a typed prompt.

A wearable interface can observe what the user is looking at, connect it to prior events and surface the next relevant action without requiring the user to reconstruct the situation manually.

What is here?

Identify the object, environment and active work context.

What happened before?

Retrieve relevant maintenance, meeting or operational history.

What should happen next?

Surface the next verified instruction, check or workflow step.

Interaction model

Observe. Resolve context. Retrieve memory. Assist. Record.

The concept separates perception from memory and action so that the final assistance remains traceable and bounded.

01

Observe

Capture visual, audio or manually triggered wearable input.

02

Resolve

Determine the object, location, person or active operational task.

03

Retrieve

Load only the verified memory relevant to the current scene.

04

Assist

Present guidance, a warning, a checklist or the next controlled action.

05

Record

Store the verified outcome and update the operational memory.

Privacy and control

A wearable agent must not become uncontrolled surveillance.

The concept assumes visible capture states, local processing where practical, explicit memory rules and human approval before sensitive actions.

Visible state

The user knows when capture is active

Observation should never be hidden behind an ambiguous background process.

Local-first

Process raw context close to the device

Minimise transfer of continuous visual or audio data.

Selective memory

Store events, not continuous life

Memory should be explicit, bounded, reviewable and deletable.

Human approval

Sensitive actions remain controlled

The agent may recommend or prepare an action without executing it automatically.

Interface components

A wearable interface needs more than a camera and a model.

Scene input

Capture visual context only when the user or workflow requires it.

Voice control

Trigger questions, notes and workflow actions without using a screen.

Location context

Connect the interaction to an approved site, room, asset or task area.

Contextual memory

Retrieve prior events associated with the recognized object or workflow.

Minimal feedback

Deliver concise audio, visual or haptic guidance without blocking the task.

Workflow bridge

Convert the observed outcome into a report, task, message or system update.

Potential workflows

Useful where context must follow the person into the real world.

The concept focuses on bounded operational and memory workflows rather than continuous general-purpose recording.

Field maintenance

Recognize equipment, retrieve service history and guide the next check.

Inspection support

Capture evidence and connect observations to structured inspection steps.

Contextual memory

Recall prior events associated with a place, object or ongoing project.

Assisted interaction

Provide hands-free context and navigation where screen use is impractical.

Veritiana Labs

Move agent workflows from the browser into real-world context.

AI Glasses explores a future interface where observation, memory and controlled action remain connected without turning the wearable into an uncontrolled recorder.

Explore Veritiana projects