Debugging Claude Managed Agents: Loops, Bad Tool Calls (Managed Agents Sandboxes Tunnels)
Trace and fix the three failure modes of self-hosted Claude managed agents: runaway loops, wrong tool calls, and hallucinated arguments over MCP.
9 min read
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Context Design for Claude Managed Agents: What to Include
What to put in a Claude managed agent's context and what to leave out: ordering, just-in-time retrieval, compression, and untrusted-content safety.
8 min read
Wiring MCP Servers into Claude Agents: Auth and Idempotency
Auth, schemas, error handling, and idempotency for wiring MCP servers into Claude managed agents so tool calls survive retries safely.
8 min read
Claude Managed Agent Patterns: Tools, Prompts, and Context
Reusable patterns for tools, prompts, and context in Claude managed agents: verb tools, discovery-first, layered prompts, and context budgeting.
8 min read
Build a Claude Managed Agent: Sandbox and MCP Tunnel Setup
A hands-on walkthrough to stand up a self-hosted sandbox, run an MCP server, open an MCP tunnel, and drive a Claude managed agent.
8 min read
Claude Managed Agents Architecture: Sandboxes and MCP Tunnels
How Claude Managed Agents work end to end: self-hosted sandboxes, MCP tunnels, the control plane, trust boundaries, and where tokens really go.
9 min read
Sales and RevOps Lens: Computer Use 2.0 — Anthropic's Browser Agent Goes Production
Sales and RevOps Lens perspective on Anthropic's Computer Use API hit production GA with virtualized desktops, replay debugging, and tighter safety guardrails.
9 min read
Inpatient Rehab Facility AI Voice Agents: Pre-Admission Screening, Family Calls, and Discharge Planning
IRF (inpatient rehab facility) operators use AI voice agents to run pre-admission screening calls, update families daily, and coordinate discharge planning with DME and home health.
14 min read
Skilled Nursing Facility AI Voice Agents: Family Update Calls, Admission Screening, and State Survey Prep
How SNF and nursing home operators use AI voice agents to proactively call families with updates, screen new admissions, and handle survey-week phone surges.
14 min read
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