Why it matters
If tokens are the new unit of engineering throughput, teams need fast feedback. Always-on telemetry can change behavior faster than weekly dashboards or billing reports.
Tokenmaxxing read
Hardware-in-the-loop tokenmaxxing: put token budgets where work happens, set personal thresholds, and use the signal to shorten context or switch modes before you hit hard limits.
Source takeaway
An off-the-shelf Waveshare ESP32-S3 AMOLED + firmware stack (LVGL, BLE) makes token monitoring tangible; the UX idea matters as much as the hardware.
