Riya Patel's contributions

Benchmark local speech-to-text with Microsoft Foundry Local and C#, comparing transcription latency, CPU usage, memory consumption, accuracy, and offline performance.

Master declarative agent workflow failures with durable state, idempotency, retries, and compensation for robust AI systems.

Manage AI agent tools effectively with a governed MCP tool catalog. Ensure discovery, ownership, versioning, permissions, and lifecycle for large engineering teams.

Secure multi-tenant AI agents by mastering On-Behalf-Of token exchange for robust identity propagation and tenant isolation.

Secure Node.js 26 build pipelines with the Permission Model. Apply least privilege, restrict resource access, and enhance CI/CD security.

Secure AI agent actions with tamper-evident audit logs. Learn to build cryptographic hash chains for trusted, auditable AI operations.

Explore YAML vs. C# for AI workflows: performance trade-offs, construction vs. execution costs, and choosing the right authoring model.

Unlock scalable AI agent expertise with MCP-served skills. Centralize, govern, and distribute domain knowledge efficiently.

Benchmark .NET 11 Native AOT container startup for serverless, Kubernetes, and autoscaled apps. Measure performance, memory, and image size.

Design scalable .NET file processing pipelines with Channels. Learn producer-consumer, backpressure, and error handling for high throughput.

Master AI model rollback strategies for production systems. Ensure resilience with versioning, gradual deployments, monitoring, and automated recovery.

Learn to build robust distributed rate limiting for ASP.NET Core apps using Redis and YARP. Protect APIs from traffic spikes and abuse.

Integrate Snowflake Cortex AI with .NET apps for secure, in-perimeter LLM inference. Leverage JWTs & native RBAC for data governance.

Automate enterprise AI compliance with Policy-as-Code. Shift left security, enforce regulations, and accelerate safe AI deployments.

Optimize vector search apps with multi-tier Redis caching. Slash latency to <10ms & cut API costs by up to 60%.

GraphRAG enhances enterprise knowledge retrieval by combining vector search with knowledge graphs for complex, multi-hop queries.

Master Generative Engine Optimization (GEO) to boost AI search visibility. Learn strategies for trustworthy content selection in AI-generated answers.

Build AI-powered data quality validation pipelines in Microsoft Fabric. Ensure reliable AI & analytics with automated checks.

Optimize NVIDIA GPU inference for local AI apps. Learn model optimization, memory management, batching, and .NET integration for peak performance.

Master .NET durable execution frameworks for reliable distributed apps. Compare Azure Functions, Dapr, Temporal & Workflow Core for resilient workflows.