Customer-Support Agent Memory and Conversation History Patterns
Customer-support agents that forget the user's last ticket lose trust fast. The hybrid history + facts memory pattern that retains context across reopened tickets.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
Customer-support agents that forget the user's last ticket lose trust fast. The hybrid history + facts memory pattern that retains context across reopened tickets.
llama.cpp server mode plus quantized models hits real throughput on commodity CPUs. The architecture for CPU-only agent deployments and where this approach makes sense today.
LlamaCloud's managed parsing, indexing, and retrieval is now production-ready. The build-vs-buy math for a 5-person AI team weighing operational cost honestly.
SMB Founder Playbook perspective on Claude Code 2.1 ships background agents, sub-agent spawning, and a hooks API that turn it into a true multi-agent coding platform.
SMB Founder Playbook perspective on Haiku 4.5 closes the gap with Sonnet on tool calling while staying cheap and fast — the right pick for high-throughput voice and chat agents.
SMB Founder Playbook perspective on Anthropic's Claude Opus 4.7 ships with a 1-million-token context window — a step change for long-running agentic workloads.
SMB Founder Playbook perspective on Sonnet 4.6 is the price/performance sweet spot Anthropic shipped for high-volume agentic deployments in 2026.
SMB Founder Playbook perspective on CrewAI Studio is the visual layer over the most-popular multi-agent framework, opening the toolkit to non-engineers.
SMB Founder Playbook perspective on Cursor 2.0 ships background agents, parallel branches, and a redesigned composer — multi-agent coding is no longer an experiment.
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