NEWSROOM
Guides
How to run AI agents safely, keep a person in the loop, and stay in control.
How to add human-in-the-loop to a Vercel AI SDK agent
The AI SDK gives your agent tools. One of those tools can be a real person. Here is the whole integration, from install to fail-closed decision.
LangGraph human-in-the-loop: interrupt, approve, and resume from a phone
LangGraph pauses the graph and persists state. It does not notify anyone. Here are the two patterns that finish the job, with the footguns written down.
How to approve Claude Cowork tasks from your phone
Paste one connector link, add standing instructions, and Cowork's questions arrive as push notifications you answer from the lock screen.
An audit trail for Claude Cowork: what did your AI coworker decide while you were out?
Delegation without a record is hope. Keep every Cowork question and answer in an immutable, exportable trail, next to every other agent you run.
Claude Cowork stuck waiting for permission? Stop babysitting it
You hand Cowork a task and walk into a meeting. It hits a question at step two and waits. Here is how to get those questions on your phone instead.
What an AI agent audit log should capture for teams and compliance
The fields a coding-agent audit record needs to be worth keeping, and the honest line on what GDPR-aligned and self-assessed actually means.
Who is accountable when an AI agent makes a mistake?
An agent has no accountability of its own. The human who ran it owns the outcome, which is why a record of who approved what matters.
How to run multiple AI agents at once without losing track
The workflow and the board for running concurrent agent sessions without losing track of which one needs you.
AI agent control glossary: HITL, MCP, permission gates, kill switch, audit trail
Each term gets a one-line definition first, then context and a short example. Built so you can lift any single entry.
Vibe coding safety: letting AI run code without babysitting it
The real risk in vibe coding is the commands an agent runs, not just the code it writes. Scanners miss that. Human approval on actions closes it.
How to run an AI agent overnight and stay in control from your phone
Let the agent work while you sleep, but keep the gates. Risky steps route to your phone for a yes or no, and a kill switch ends a bad run.
How to stop an AI agent from running up your token bill
A max-budget flag warns you. A budget that kills the session and an approval gate stop the bill from growing while you are away.
What --dangerously-skip-permissions does, and a safer way to run unattended
The flag drops every approval prompt at once. Keep a gate on risky actions and answer from your phone instead.
What permissions should an AI agent have? A starter least-privilege policy
Reads auto-approve, writes and pushes and spends ask, secrets and force-pushes deny. A concrete starter policy you can copy.
The four levels of AI agent oversight: notify, approve, policy, audit
Oversight comes in four levels. Notify is parity now. Approve catches the moment. Policy decides without you. Audit proves what happened.
Is it safe to let an AI agent run unattended?
It depends on what you put around it. Unattended is safe when reads run free, risky actions gate to your phone, and a kill switch and audit trail are in place.
Allowlist vs denylist for AI agent permissions, and why prefix denylists leak
A denylist tries to name every dangerous command and always misses one. Pair a read-only safe floor with an allowlist instead.
What is MCP, and how agents use it to notify you and ask for approval
The Model Context Protocol lets agents call external tools. Two of them can ping you and ask for a yes or no before the agent acts.
Human in the loop for AI agents, explained
The agent works on its own and stops only for the few decisions a person should see. Here is what that means and where the checkpoints sit.
Can an AI agent delete your files or drop your database?
Yes, an agent with shell or database access can delete your files, and it has happened in production. Here is how to gate it.
Get a push the moment your agent needs you
Approvals, done alerts, and a kill switch for Claude Code, Codex, Cursor, and the rest. It takes a couple of minutes to set up.