21 stories
Every guide says auto-approve under $100 and escalate above it. That is the easy part. Four properties decide whether an approval threshold survives contact with production.
What it actually takes to build agent approvals in-house: delivery, enrollment, pending state, fail-closed timeouts, recovery, and audit, itemized honestly.
An agent approval that assumes yes on timeout is an approval in name only. The case for fail-closed defaults, and what it takes to implement them.
Add a human approval step to a Vercel AI SDK agent with @pushary/ai-sdk: an askHuman tool that reaches a person on their phone and blocks until they decide.
Notification APIs consider the job done at delivery. An agent approval's job starts there: hold the agent, collect the answer, fail closed, keep the record.
Two working patterns for LangGraph human-in-the-loop with Pushary: a blocking decisions.ask tool inside a node, and interrupt() with a webhook-driven resume.
Cowork does real work unattended, and for individuals it keeps no reviewable record of what was asked and approved. Here is how to get one.
Cowork pauses on questions and approvals, and if you stepped away it just sits there. Route those moments to your phone so tasks finish while you are gone.
A container keeps your agent off the disk. It does nothing once the agent reaches past it. Here is the line worth drawing, plus the classifier code that enforces it.
A useful AI agent audit log records the action, arguments, decision, who approved it, and which surface. Here is what to capture, and the honest limits.
The person or team who deployed the agent owns what it does. An audit trail of who approved each action is how you prove it.
An AI agent permission policy that matches on tool arguments, auto-approves a proven read-only set, and suggests rules from your history.
Run several Claude Code agents at once and still know which is blocked, which finished, and which is burning budget.
Plain definitions for the terms you need to control AI agents: HITL, MCP, permission gate, permission policy, kill switch, audit trail.
Run Claude Code unattended overnight while keeping the gates: risky actions route to your phone for a yes or no, with a kill switch.
Pair by QR, approve an AI agent action from your lock screen, and queue a command back to a running agent. Native iOS and Android.
Limit Claude Code token usage with a budget that actually kills the session, plus an approval gate so a loop cannot run for hours unwatched.
Run multiple AI agents at once and see them on one board with delivery modes, presence-aware routing, and deduped sessions.
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