Hierarchical Agent Handoffs (OpenAI Agents SDK) vs Vapi Squads
Triage to specialist to return-to-orchestrator pattern explained with code. CallSphere's OpenAI Agents SDK handoffs vs Vapi Squads' linear chain.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
Triage to specialist to return-to-orchestrator pattern explained with code. CallSphere's OpenAI Agents SDK handoffs vs Vapi Squads' linear chain.
Goal trees decompose complex objectives into manageable subgoals. The 2026 patterns for building, traversing, and pruning them in production.
Horizontal scaling for LLM-backed APIs has surprises traditional APIs do not. The 2026 patterns and the pitfalls that bite.
Pure dense retrieval is not enough. The 2026 hybrid search stack that combines BM25, dense, ColBERT-V2, and learned sparse vectors.
Indirect prompt injection is the top agentic-AI vulnerability of 2026. The ten attack vectors actually being exploited in production.
Insurance claims triage is one of the largest measurable ROI use cases for agentic AI in 2026. The architectures and the LAE numbers.
Patterns and pitfalls for putting LLMs inside CRMs in 2026 — auth, audit, data residency, and the integrations that actually pay back.
Late-interaction retrievers like ColPali and Jina-ColBERT changed how RAG works on documents and images in 2026. The architecture and where it wins.
Picking an LLM is choosing two of three: latency, quality, cost. The 2026 framework for explicit trade-offs and how to negotiate them.
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