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Manikanta Garikipati

Senior Software Engineer

SumUp Inc

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Mani is an Engineer based out of Berlin, He is working on android from its early versions and is passionate about the opportunities the Android offers to the digital ecosystem, After having worked on Android for nearly 12 years, he started working on Backend to bring the best end to end, functional experiences to the users. Mani has been involved with Android development and the Android community for a long time before joining SumUp.

MCP, Multi-Agents, and "Grill Me": Real-World AI Workflows That Actually Deliver

Session

Ever feel like using AI is just a glorified game of twenty questions? You ask a chatbot something, get some random code back, and spend ten minutes fixing it. That’s not collaboration; it’s a distraction.

In this talk, we’ll look at how our team moved past basic prompt engineering and turned AI into a true teammate using a simple 4-step framework:

True Collaboration: Changing how we interact with AI daily.

Compounding Assets (MCP): Connecting Figma to Jetpack Compose, auto-generating deep links, and building custom string tools.

Multi-Agent Workflows: Creating an AI assembly line (Planner, Architect, Coder, QA, and Reviewer) to stop model bias and catch bugs before committing.

Our Custom Toolkit: A look at the weird but effective tools we actually use, like the "Grill Me" protocol and handoff sessions.

No hype, just real workflows you can actually use in your Android team.

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