Claude Code Fork Subagents: A Headless Migration Runbook
Claude Code fork subagents now reach headless and SDK lanes by default. Test inherited context, nested waits, permissions and failure evidence before promotion.
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Playbooks
Jev Confidence Gates Before the Tool Runs
Set a Jev confidence threshold per tool class from 200 of your own labeled calls. Jev may deny or ask, never approve; destructive calls never run on its word.
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Managed Permissions Users Can’t Override — Test It Across Harnesses
Copilot enterprise managed permissions claim users can't override them. Prove it: one deny, ten bypass rows, run in Copilot, Claude Code, Codex and JetBrains.
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Claude Code Permission Modes Are Fleet Policy
Choose Claude Code permission modes by repository trust, define who can escalate them, and audit the same policy across an AI-agent fleet.
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Harness Engineering: The Discipline Your Agents Were Missing
Harness engineering is why one team ships clean agent PRs while another babysits loops. Learn the six subsystems, day-one practices, and a maturity ladder.
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