Mohamed Salah

Advisors triaging at-risk students, deans auditing course difficulty, executives tracking retention: every university role needs student-success insights, but the tools they rely on today are disconnected, static, and slow to surface risk before it becomes attrition.

Strict national security mandates block government agencies from adopting cloud GenAI. To resolve this, architects deploy a decoupled edge-to-cloud tokenization pattern.

Manufacturing and industrial operations demand real-time, intelligent decision-making in low-connectivity environments. This code talk demonstrates how to deploy SmolVLMs (small vision language models) and AI agents to automate site operations using AWS Outposts and Strands Agents.

Manufacturing facilities need instant access to operational data for smarter decision-making. This serverless solution leverages AWS Lambda, Amazon Timestream, and Amazon S3 to deliver real-time, multilingual safety protocols and technical insights to the factory floor.

With high-throughput event-driven architectures, anomalies manifest as subtle shifts — throttled shards, cold starts, partial batch retries, or schema decode failures. This session guides you through debugging real-world streaming workloads built on AWS Lambda, Kinesis, SQS, Kafka or EventBridge.