Amit Arora

As enterprises onboard AI assets (MCP servers, Agents, Skills) they face a governance problem: no unified way to discover, authenticate, or observe them. MCP Gateway and Registry is an open source control plane with centralized registration, OAuth2 auth, semantic tool discovery, and end-to-end telemetry.

Migrating databases to PostgreSQL requires rigorous validation to ensure data accuracy and schema consistency. This session explores practical validation approaches for migrations from commercial databases to PostgreSQL, addressing one of the critical yet often overlooked aspects of database...

Heterogeneous database migrations are complex. Schema incompatibilities, unsupported data types, and intricate stored procedures can stall even the most experienced teams.

Organizations need robust, scalable, and cost-effective solutions to deploy and serve foundation models (FMs). This session explores how to use Amazon SageMaker to deploy FMs to make predictions at the best price performance for any use case.

Vector embeddings are numerical representations of your text, image, audio, and video data that can be used to understand the relationship between sentences or words to find more relevant and contextual information in response to a user query.