KRKhalid Regui
Generative AI · AI Agents · Workflow AutomationBuilt the assistant and its GCP implementation

GenAI Staffing Assistant

A conversational assistant that helps managers structure staffing and recruitment requests and reduces back-and-forth with HR teams.

The Problem

Staffing requests were handled through email exchanges between managers and HR. Requests could require clarification and manual follow-up before HR received the information needed to act.

Solution & Contribution

Built a conversational assistant integrated with Google Workspace. Managers can describe a staffing or recruitment need through a conversational interface; an LLM agent uses tool calling, conversational memory stored in Firestore and validation rules to help turn the conversation into a structured request. The solution was industrialized on Google Cloud with CI/CD, Infrastructure as Code and monitoring.

My Contribution

Agent design and implementation, conversational memory and validation logic, Google Workspace integration, and engineering / industrialization work on GCP.

Technologies Used

Google WorkspaceLLM AgentTool CallingFirestoreGCPCI/CDTerraform / IaCMonitoring

Interested in collaborating?

Get in touch with Khalid to discuss applied AI engineering, LLMs, or agent systems.

kh.regui@gmail.com