Tool Search and Deferred Loading for Large Tool Sets
Learn how to use ToolSearchTool and defer_loading in the OpenAI Agents SDK to manage large tool inventories, reduce token usage, and dynamically load tools only when needed.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
Learn how to use ToolSearchTool and defer_loading in the OpenAI Agents SDK to manage large tool inventories, reduce token usage, and dynamically load tools only when needed.
Learn how to build resilient agent tool pipelines using timeouts, failure_error_function, and tool_error_formatter in the OpenAI Agents SDK.
Build type-safe agentic AI with TypeScript — typed tool definitions, Zod schemas for structured output, type-safe handoffs, and generic agent classes.
Procurement and supplier questions often hit the wrong people first. Learn how AI chat and voice agents triage vendor inquiries before they reach operations or finance.
Master voice activity detection algorithms, turn-taking strategies, overlapping speech handling, and silence threshold tuning to build natural-sounding conversational AI agents.
Reduce voice agent latency to sub-second response times by optimizing STT, LLM inference, TTS pipelines, using streaming, caching, and predictive techniques.
Learn how to build a comprehensive testing and QA pipeline for voice agents, covering audio simulation, accuracy measurement, regression testing, and production monitoring.
Build a comprehensive testing and QA pipeline for voice agents covering audio simulation, STT accuracy measurement, TTS quality evaluation, end-to-end conversation testing, and regression monitoring.
Add function tools to voice agents for booking appointments, searching databases, processing payments, and executing real-time actions with audio feedback during tool execution.
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