01
The signal is weak.
Electrical activity measured at the scalp is small and mixed with noise. Useful systems must begin by knowing whether the signal is valid at all.
The brain produces intent. We are building a way to read it.
THE CURRENT PROTOTYPE
The current AXLminds prototype records non-invasive EEG, validates and processes the signals, detects deliberate visual attention, and converts a reliable detection into a computer command.
The prototype is not designed to read arbitrary thoughts. It begins with a narrow, measurable form of deliberate visual attention.
01 / PROBLEM
Useful signals are difficult to acquire honestly.
02
The environment changes it.
Movement, muscles, electrode contact, nearby electronics, and changing conditions can all alter a recording.
03
Every person is different.
Brain signals vary across people and across sessions. Calibration and measured uncertainty are part of the system, not optional polish.
04
The laboratory is not everyday life.
Many demonstrations depend on controlled conditions. The field still needs acquisition that is reliable, comfortable, and practical outside them.
02 / APPROACH
A narrow path from signal to action.
- 01
WEARABLE EEG
Non-invasive electrodes measure deliberate brain activity at the scalp.
- 02
ACQUISITION
Hardware and software preserve the raw signal, timing, and channel context.
- 03
VALIDATION
Signal quality and movement checks reject data that should not produce an answer.
- 04
INTERPRETATION
Signal processing compares a narrow set of intended choices and keeps uncertainty explicit.
- 05
COMPUTER ACTION
A validated selection becomes a small, logged software command.
03 / PROTOTYPE
Narrow and measurable by design.
CURRENTLY EXISTS
- Purpose-built EEG acquisition device for deliberate cognition data collection
- Runtime channel-map and timing validation
- Lossless local recording with structured metadata
- Safe shutdown and failure-path handling
CURRENTLY TESTING
- Non-invasive EEG signal quality
- Deliberate attention as a constrained input
- Movement and uncertainty rejection
- A narrow two-choice command interface
LONG-TERM GOAL
- Reliable operation beyond controlled experiments
- More natural and comfortable interfaces
- Broader real-time research into cognition, memory, communication, and control
The current repository implements hardware acquisition. Classification, stimulation, and closed-loop output remain staged research work until validated with recorded evidence.
04 / FUTURE
Research directions, not product claims.
CONTROL
Translate deliberate brain activity into useful action with less friction.
COMMUNICATION
Reduce the distance between an intended idea and its expression.
MEMORY
Explore how technology might preserve and retrieve what people otherwise lose.
COGNITION
Research interfaces that can work alongside how people think.