Inside Claude Managed Agents: Architecture & Internals
How Claude Managed Agents work end to end: the orchestration loop, subagent isolation, durable state, verification, and budgets explained.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
Latest analysis
How Claude Managed Agents work end to end: the orchestration loop, subagent isolation, durable state, verification, and budgets explained.
Revenue managers rely on lagging booking data. AI voice agents surface real-time demand signals from inbound call patterns — pricing opportunities before competitors see them.
Hotel maintenance requests often sit in voicemail for hours. AI voice agents classify urgency, create tickets, and dispatch to the right vendor instantly.
Plain WebSocket cannot signal backpressure. WebSocketStream wraps it in the Streams API so AI token feeds, audio chunks, and Gemini Live concurrent streams flow without buffer-bloat.
Batching async workloads across tenants can cut LLM costs 50%. Here is when to use OpenAI Batch API, when to use continuous batching, and how to attribute cost per tenant correctly.
JPMorgan rolled IndexGPT and Athena agents to 60,000+ employees in 2026. Here's the deployment scope, the controls and audit, the productivity numbers.
ACMA's 2025-26 priorities for AI voice, the Telemarketing Industry Standard 2017, the Do Not Call Register Act, and the SMS Sender ID Register that takes effect July 1 2026.
Deno Deploy ships TypeScript voice bridges to 35 edge regions in seconds. Real working code for Deno.serve, WebSocket subprotocol auth, and global low-latency.
Epic shipped MyChart AI agent responses to 400+ health systems in 2026. Here's the deployment pattern, the per-message cost, the patient response data.
Get notified when we publish new articles on AI voice agents, automation, and industry insights. No spam, unsubscribe anytime.
Try our live demo -- no signup required. Talk to an AI voice agent right now.
© 2026 CallSphere Inc. All rights reserved.
Made within San Francisco