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16 - 17 JULY 2026
ORLANDO


( SPEAKER )
Carol Bolger
Independent Flutter & AI consultant | GDG organizer
( SESSION )
Gemma 4 on Device: Roundtable on Real-World Gotchas, Wins, and What's Next
Gemma 4 dropped in April 2026, and the on-device Flutter story is genuinely exciting: streaming inference, native function calling, thinking mode, multimodal input, all running locally, with zero API costs and no data leaving the device. The flutter_gemma package makes it surprisingly approachable. And then you actually build something.
This roundtable gathers Flutter developers currently working with or evaluating Gemma 4 and the flutter_gemma package. I will begin our conversation by sharing practical insights from the recent launch of Lumina Journal, an AI-powered journaling application that operates entirely on-device, powered by Gemma 4 E2B.
Key topics for discussion include:
* Technical challenges, such as silent GPU fallback on mid-range Android devices.
* Performance metrics for function-calling reliability and thinking-mode token budgets.
* User experience hurdles, such as the significant 2.5 GB initial download requirement.
While documentation provides a baseline, the actual implementation often reveals unexpected complexities. This session is a collaborative forum to exchange lessons learned, address unanswered questions, and define the current state and future trajectory of on-device AI within the Flutter ecosystem as of 2026.
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