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AI Voice Agent Insights & Guides

Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.

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9 of 2647 articles

Learn Agentic AI
14 min read4Mar 13, 2026

Production Monitoring and Alerting for AI Agent Systems

Learn how to build production monitoring and alerting for AI agent systems including latency tracking, error rate dashboards, token usage analytics, alerting pipelines, and SLA enforcement.

Learn Agentic AI
12 min read3Mar 13, 2026

Debugging Multi-Agent Workflows with OpenAI Traces

Master the art of debugging multi-agent systems using OpenAI's built-in tracing infrastructure to trace handoffs, profile tool calls, and identify bottlenecks in complex agent pipelines.

Learn Agentic AI
13 min read2Mar 13, 2026

Building Custom Trace Processors for Agent Observability

Build custom trace processors and exporters for the OpenAI Agents SDK to ship agent telemetry to Elasticsearch, Datadog, or any backend using TraceProvider, BatchTraceProcessor, and BackendSpanExporter.

Learn Agentic AI
11 min read3Mar 13, 2026

Model Selection Strategy: GPT-4.1 vs GPT-5 vs GPT-5-mini for Agents

Learn how to choose the right OpenAI model for each agent in your system, comparing GPT-4.1, GPT-5, and GPT-5-mini across cost, latency, reasoning capability, and tool-use accuracy.

Learn Agentic AI
12 min read5Mar 13, 2026

LiteLLM Integration: Using Non-OpenAI Models with Agents SDK

Integrate Anthropic, Google, Mistral, and other LLM providers into OpenAI's Agents SDK using LiteLLM's unified interface with LitellmModel, provider prefix notation, and cross-provider tracing.

Learn Agentic AI
11 min read5Mar 13, 2026

WebSocket Transport for Low-Latency Agent Communication

Enable WebSocket transport in the OpenAI Agents SDK for persistent connections, reduced latency, and faster multi-turn agent interactions using set_default_openai_responses_transport.

Learn Agentic AI
14 min read7Mar 13, 2026

Building an AI Agent SaaS Platform: Architecture Patterns

Design and build a multi-tenant AI agent SaaS platform with user isolation, API key management, token metering, billing integration, and scalable infrastructure using the OpenAI Agents SDK.

Learn Agentic AI
12 min read2Mar 13, 2026

Agent Cost Optimization: Tokens, Caching, and Smart Routing

Reduce AI agent costs by 60-80% using token tracking, prompt caching with prompt_cache_retention, model routing, context truncation, and real-time cost dashboards with the OpenAI Agents SDK.

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