Research Logs

Live development records from the lab — experiments, failures, and progress.

March 25, 2026

AmViSH 2.0 – Sensor Stability Testing

What I did:
Tested sensor readings under continuous runtime conditions.

Problem:
Sensor values fluctuating due to noise.

Solution:
Implemented smoothing logic and threshold filtering.

Next Step:
Integrate stable sensor output into decision loop.

March 22, 2026

AI Bin – Sound Classification Idea

What I did:
Explored using audio signals to classify waste types.

Problem:
Differentiating similar material sounds is difficult.

Approach:
Considered ML-based pattern recognition.

Next Step:
Collect dataset of material sounds.

March 18, 2026

AmViSH 1.0 – Behavioral Design Reflection

Insight:
Perception of life comes from behavior, not complexity.

Experiment:
Used LED patterns + symbolic heart trigger.

Result:
Strong illusion of "alive" system.

Next Step:
Expand into intelligent interaction (AmViSH 2.0).