Selected work

Four systems that shipped.

Four systems, four case studies. The short version here, the full thinking behind each one a click away.

  1. 01Content Generation PipelineA generative agentic workflow that turns a domain specification into a verified, topic-mapped pool of questions. Six agents generate. Twelve evaluate.multi-agentevaluation designLLM orchestrationNxtWave2025
  2. 02AI AssistantA context-aware assistant embedded in the product. It holds the user's history and what is on their screen at the same time.memory layerscreen contextpersonalisationNxtWave2025
  3. 03Global AI AssistantAn MCP server for an enterprise ATS, with an agent on top. Recruiters run the entire platform by voice or plain language.MCPRAGvoice and chatRecruit CRM2024
  4. 04AI Sourcing AgentRecruiters describe who they are looking for in plain English. The agent finds and ranks candidates that match.natural language searchrankinguser researchRecruit CRM2024