Deep Analysis

PokeClaw: On-Device Gemma 4 Android Agent Architecture Analysis

PokeClaw represents a paradigm shift in mobile AI agents by deploying Google's Gemma 4 model entirely on-device via LiteRT to control Android phones through the AccessibilityService API, eliminating cloud dependencies while processing visual UI state and executing tool calls locally. The Kotlin-based implementation demonstrates how quantized vision-language models can achieve autonomous phone operation with sub-watt power consumption on modern NPUs.