Name: ⚡ Lightning Talk: Your Prompt Is a Cross-Border Data Transfer - Sudhanshu Prajapati, Improving
Start: 2026-06-18T16:57:00+0530
End: 2026-06-18T17:02:00+0530

18-19 June
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⚡ Lightning Talk: Your Prompt Is a Cross-Border Data Transfer - Sudhanshu Prajapati, Improving

Thursday June 18, 2026 4:57pm - 5:02pm IST

Jasmine 2 (Level 3)

Your release pipeline fails, and you ask an AI agent to debug it. You paste logs, grant doc access, and it fixes the bug. But where did that prompt actually go?

Every time you interact with AI, you create a complex data flow. A single request can pull from a vector db (RAG), trigger external tool calls via MCP, & leave sensitive trails in app logs. Now, the most sensitive data in any org is no longer in databases. It's in prompts, logs, & agentic calls.

In 2025, half of employees have leaked sensitive company data into public AI tools. When these prompts cross borders, sovereignty is lost.

In this talk, I'll demo how to generate an “AI Receipt”, a per-request trace using open source tools (OTel). Tracing the full data path - prompt ingestion, retrieval, & tool calls, see exactly where sovereignty breaks, turning sovereignty from a claim into verifiable proof of where data flows.

Join me to create your AI Receipt - so next time you prompt, you know exactly where it goes.

Speakers

Sudhanshu Prajapati

Senior Developer Advocate | AI Leader | Open Source Contributor | CNCG Organizer, Improving

Sudhanshu Prajapati is a data and backend engineer turned developer advocate with over 5 years of experience, specializing in cloud-native technologies and distributed systems. He writes technical blogs, docs, and videos to help teams adopt/build tooling around cloud native and AI... Read More →

Thursday June 18, 2026 4:57pm - 5:02pm IST
Jasmine 2 (Level 3)

⚡ Lightning Talks, Security

Content Experience Level Any

KubeCon + CloudNativeCon India 2026

Sudhanshu Prajapati

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