| Pitfall | Consequence | Soft Battery Fix | | :--- | :--- | :--- | | | UI lag, user frustration | Use deadline-based scheduling, not fixed frequency capping. | | Over-optimizing network | Missed notifications, stale data | Implement "smart polling" – increase interval only when battery < 20%. | | Ignoring battery aging | After 18 months, runtime collapses | Incorporate cycle count and internal resistance into the policy (adaptive health model). | | Static thresholds | At 15%, everything slows unnecessarily | Use probabilistic thresholds – smooth transitions from 30% to 5%. |
: Features like Adaptive Battery on Pixel or Optimised Battery Charging on iPhone manage background apps and charging patterns to extend physical runtime. soft battery runtime program