Projects

AI agents, retrieval systems and automation I have designed and built.

All at Droids Agency, 2025 onwards.

  1. QuestionPlan searchesQdrantGrounded answer

    Local RAG with agentic retrieval

    A retrieval-augmented generation (RAG) system that runs locally. The agent plans its own searches, rewrites queries and content, and grounds every answer in what it found, which improves retrieval quality and reduces hallucinations.

    Python, RAG, LLMs, Qdrant, Agentic retrieval

  2. UserPermissionsAzure AI SearchAnswer

    Permission-based RAG

    A retrieval system with permission-based access control, so every user only retrieves the information they are authorised to see.

    RAG, Access control, Azure AI Search

  3. QuestionCopilot StudioAzure AI SearchAgenda

    Copilot Studio agent for political agendas

    A Copilot Studio agent integrated with an external system. It retrieves political agendas and meeting information through Azure AI Search on a RAG architecture.

    Copilot Studio, Azure AI Search, RAG

  4. New caseLogic AppsFoundry agentSuggested action

    Case-handling agent in Microsoft Foundry

    Logic Apps trigger the agent whenever a new case number arrives. It retrieves the case, searches an indexed knowledge base for relevant articles and suggests appropriate actions.

    Microsoft Foundry, Logic Apps, Azure AI Search, AI Agents

  5. CallNORA voicebotIntentRight destination

    Call routing for the NORA voicebot

    AI-driven call routing that sends incoming calls to the right destination.

    Voicebot, AI Agents, Azure

  6. TeamsWorkshopsBest practicesAgents in use

    Copilot Studio adoption and workshops

    Led the rollout of Copilot Studio, wrote the best practices, and designed and ran AI inspiration workshops and training for internal teams and external organisations.

    Copilot Studio, Workshops, Training, Best practices