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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
12 min read9Mar 13, 2026

The Agent Loop Explained: How OpenAI Agents Process Tasks Step-by-Step

Understand the internal agent loop that powers the OpenAI Agents SDK. Learn how agents cycle through LLM calls, tool execution, handoffs, and final output generation.

Learn Agentic AI
12 min read1Mar 13, 2026

Nested Handoff History and Conversation Management in Multi-Agent Systems

Learn how to manage conversation history across agent boundaries using nest_handoff_history, per-handoff overrides, CONVERSATION HISTORY blocks, and handoff_history_mapper in the OpenAI Agents SDK.

Learn Agentic AI
11 min read5Mar 13, 2026

Parallel Agent Execution with asyncio.gather

Learn how to run multiple OpenAI agents concurrently using asyncio.gather for dramatic performance improvements, with error handling strategies and a complete market research example.

Learn Agentic AI
12 min read12Mar 13, 2026

Sequential Agent Chaining: Building Pipeline Architectures

Learn how to build sequential agent pipelines where the output of one agent feeds directly into the next, using structured outputs for clean handoffs in the OpenAI Agents SDK.

Learn Agentic AI
12 min read7Mar 13, 2026

Hybrid Agent Orchestration: Combining Handoffs and Tools

Combine the handoff pattern with the agents-as-tools pattern to build hybrid orchestration systems where a triage agent delegates via handoffs and specialist agents use sub-agents as tools.

Learn Agentic AI
12 min read8Mar 13, 2026

Building a Code Review Multi-Agent Pipeline

Build a complete multi-agent code review system with specialized agents for analysis, security review, style checking, and a manager agent that synthesizes findings into actionable review comments.

Learn Agentic AI
11 min read2Mar 13, 2026

Input Guardrails: Validating User Requests Before Agent Processing

Learn how to implement input guardrails in the OpenAI Agents SDK to validate, filter, and reject unsafe user requests before they reach your agent's main processing loop.

Learn Agentic AI
11 min read4Mar 13, 2026

Output Guardrails: Ensuring Safe Agent Responses

Learn how to implement output guardrails in the OpenAI Agents SDK to inspect, validate, and block unsafe agent responses before they reach end users — including PII detection and compliance filtering.

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