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Claude-Powered AI Agent Destroyed Company's Database in 9 Seconds

Plus: How to use Agent Mode in Outlook

Author

Poonam Soni
April 28, 2026

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Welcome to AI Toast!

Here’s what’s on the menu today:

  • Claude-Powered AI Deletes Startup Database in Seconds

  • China blocks Meta's $2bn acquisition of AI start-up Manus

  • Tutorial: How to use Agent Mode in Outlook

  • Superhero Tools: For Freelancers

  • Quick Toasts: DeepSeek sparks AI price war

Total read time: About 5 minutes, perfect for a quick coffee break

A small software company called PocketOS had its entire production database wiped by an AI coding agent in under ten seconds. The agent was running inside Cursor, powered by Claude Opus, and what started as a routine task turned into a 30-hour crisis that affected real businesses and their customers.

  • The AI agent was working in a staging environment when it hit a credential issue. Instead of stopping and asking for help, it decided to fix things on its own found an API token in an unrelated file and used it to delete a data volume on their infrastructure provider, Railway.

  • There was no confirmation prompt, no environment check, no warning. The deletion went through instantly.

  • The backups were stored inside the same volume so when the volume was deleted, the backups went with it. The most recent usable backup was three months old.

  • When the founder asked the AI why it did it, the agent actually admitted it had broken multiple safety rules including making assumptions without verification and executing a destructive action without approval.

  • Rental businesses using PocketOS lost access to recent bookings, customer records, and payment data. Some had to manually piece together their records from emails and calendars just to keep operating.

  • The founder has since called for mandatory confirmation steps before any destructive action, stricter API token permissions, and backups that are completely separate from live data.

Personal Take: This is the story the AI industry doesn't want going viral but it needs to. The problem here wasn't just the AI. It was a chain of bad defaults: no scoped API tokens, backups in the wrong place, no guardrails on destructive commands. The AI made it worse, but the infrastructure let it happen. As AI agents get more access to real systems, the safety layers need to catch up fast.

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The era of doing it yourself is over!

Meta spent $2 billion acquiring AI startup Manus. China just told them to give it back. Beijing has ordered the deal to be fully unwound, marking one of the clearest signs yet that China is tightening its grip on who gets access to its homegrown AI talent and technology.

  • China's National Development and Reform Commission stepped in and ruled the acquisition violated foreign investment rules in sensitive tech sectors.

  • Manus, which recently went viral for its AI agent capabilities, is a Chinese-founded startup and Beijing appears unwilling to let a US tech giant own it.

  • The decision is part of a broader move by China to scrutinise and restrict foreign access to domestic AI companies, especially as the global AI race heats up.

  • For Meta, it's a $2 billion setback and a clear signal that acquiring Chinese AI talent through M&A is no longer a straightforward path.

Personal Take: This is geopolitics and AI colliding in real time. The US and China are both treating AI as a strategic national asset and that means deals like this will face more scrutiny on both sides going forward. For companies trying to expand their AI capabilities globally, the rulebook is getting more complicated by the month.

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Superhero Tools (For Freelancers)

Jasper: Orchestrate intelligent agents to run end-to-end marketing workflows delivering speed, control and measurable impact.

ChatGPT is your AI chatbot for everyday use. Chat with the most advanced AI to explore ideas, solve problems and learn faster.

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Microsoft just made Copilot in Outlook agentic, meaning it doesn't just help when you ask. It proactively manages your inbox, follows up on emails, handles calendar conflicts, and keeps your schedule in order. Here's how to get started and make the most of it.

Step 1: Catch up on what you missed

Start by asking Copilot to summarise everything since you were last active. Try: "I just returned from vacation. Summarise what I've missed, highlight what's urgent, and draft a short briefing email." It'll also suggest what to archive and what to act on first.

Step 2: Handle your follow-ups automatically

Instead of manually chasing people, let Copilot do it. Try: "Identify people who haven't replied to my emails after 24 hours, prioritise the ones that matter most, and draft polite follow-up emails." Review the drafts before sending you're always in control.

Step 3: Clean up your inbox with rules

Ask Copilot to set up smart inbox rules for you. Try: "Create a rule that marks all emails from my manager where I'm on the To line as High Priority." It sets it up automatically, no digging through settings.

Step 4: Let Copilot manage your calendar

Tell it your preferences and it handles the rest. Try: "Schedule a weekly 1:1 with my manager on Monday afternoons and reschedule automatically when conflicts come up." It can also block focus time, respond to invites, and rebook meeting rooms.

Step 5: Review your week before it starts

Before the week kicks off, ask: "Review my calendar next week and recommend which meetings I should decline, follow, or convert to async." It helps you protect your time before your schedule gets out of hand.

💡 Pro Tip: Before your next big meeting, try: "Help me prepare for my meeting with [name] tomorrow - what do I need to know, what should I ask, and what risks should I watch for?" Copilot pulls context from your emails and calendar to brief you in seconds. It's like having an assistant who actually read everything.

Availability: Available now via the Microsoft Frontier program for Outlook on Windows and web from April 27.

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Cheers,

— Poonam Soni