Archives

A technical deep dive into why pydantic_ai + OpenRouter + Gemini 2.5 Pro failed to generate reliable structured outputs, and how switching to direct OpenAI client integration achieved 100% reliability for production systems.

Explore how AI can automatically process referrals, extract referral data, integrate it into EHR, and schedule appointments using advanced IVR agents.

Retrieval-Augmented Generation (RAG) has rapidly evolved into multiple variants, each designed to tackle different challenges of grounding LLMs in external knowledge. In this article, we break down seven of the most widely used RAG “flavors”, from standard and advanced setups to graph-based, multi-modal, and self-reflective approaches and explain their unique strengths, trade-offs, and real-world use cases.

Challenges and Solutions in Moving AI Agents from PoC to Production.

A deep dive into how voice agents are evolving: from classic speech-to-text and text-to-speech pipelines to full speech-to-speech systems, edge streaming infrastructure, and real-time actions during voice flows.

Complete guide to integrate Interactive Voice Response and Conversational Voice AI to turn your robotic calls into a natural human-answered call.

LiveKit is an open-source platform offering scalable, production-ready infrastructure for real-time audio, video, and data communication, featuring server-side agents, WebRTC routing, and tools to simplify building multi-user conferencing.

A deep technical exploration of Amazon Nova Sonic’s speech foundation model: how it unifies ASR, LLM and TTS into a single, event-driven, bidirectional stream API for real-time voice interactions.