PolyAI
2025 - Present
Enterprise Voice AI and the LLM Core Behind It
I design and build the AI core of production voice agents: retrieval over customer knowledge bases, tool-calling GenAI functions, dialogue behaviour, guardrails, and evaluation, then own the path to production: enterprise integrations, SIP telephony, the real-time speech stack, and the monitoring that keeps a live programme honest.
- Build RAG and tool-calling functions in Python, tuning semantic search and chunking over enterprise knowledge bases
- Design dialogue behaviour, guardrails, and structured plus LLM-as-judge evaluation so releases cannot silently regress
- Migrate legacy IVR flows to generative agents and connect CRM, EHR, scheduling, and customer-owned APIs behind resilient adapters
- Own SIP telephony, ASR and TTS tuning, barge-in and latency work, and delivery through launch, monitoring, and hypercare


















