The Highway Is a Pasture

Описание и применение

Система Longplay адаптирует музыку в реальном времени на основе телеметрии автомобиля, чтобы уменьшить скуку и повысить вовлечённость водителя, но доказательства улучшения безопасности отсутствуют.

Задача

Drivers experience monotony on long highway trips, leading to attention drift and potential safety risks. The challenge is to keep drivers engaged without adding distraction.

Результат

The system adapts music to driving context, potentially reducing driver stress in congestion and making long drives feel more engaging, though objective safety benefits remain unproven.

Рабочий процесс

• Read telemetry from Tesla Fleet API
• Compute pace, ETA, journey phase, and moments
• Generate deterministic musical brief
• Create candidate list at edge
• Score candidates with weighted factors (confidence, contextFit, telemetryFit, tasteFit, diversityGain, novelty, fatiguePenalty)
• Resolve tracks via Spotify API
• Append selected tracks to playback queue
• Repeat every few minutes

Доказательства

When recent telemetry snapshots show increasing route delay and stop‑and‑go movement, deterministic rules change the musical brief.

Источник

Preferred music may limit reported driver stress in highly congested traffic.

Источник

Music can change the experience of fatigue without reliably changing the underlying impairment.

Источник