v1.2 - faster detection, better recall
Detection is about twice as fast, and Drive Mode should now find potholes it was quietly missing.
Better recall. The cheap gpt-5-nano pre-screen that gated every Drive Mode frame is gone. An evaluation found it rejecting 8 of 9 potholes the main model catches, so it was suppressing detections rather than saving work. Every frame now goes straight to one gpt-5-mini call. Drive Mode also captures at full resolution instead of 1280px, after a test showed 1280px drops a real pothole that survives at full size.
Faster. Detection ran at the model's default reasoning effort, spending 200+ hidden reasoning tokens per photo before answering a yes/no question. At minimal effort the verdict arrives in roughly half the time, verified accuracy-neutral on the local eval set (6/6 on confirmed potholes at the same median confidence). The verdict now also streams to the screen while the complaint is still being written.
Contract matching deliberately keeps full reasoning effort: it names a real contractor in a government complaint, so it is the wrong place to trade thinking for speed.
Costs more. With no pre-screen, every captured frame reaches the main model, so budget rupees per drive rather than paise.
Install PotholeReporter.apk below (allow installs from unknown sources). Paste your own OpenAI API key on first launch; it is stored only on your device.