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9 Seconds: An AI Coding Agent Deleted a Production Database
9 seconds. One unconfirmed API call. Three months of customer data gone. The PocketOS outage shows why AI agents need bounded execution.
AI Agents vs AI Workflows: The Difference That Breaks
Agents reason and execute in one loop. Workflows pause for approval. Why the Replit incident was an architecture problem, and when to pick each.
Agentic AI Promised to Run Your Business. Then the Bills Arrived.
By early 2026 we found the agentic AI hangover. Two symptoms that arrived together: unpredictable costs, and recurring incidents. Neither is a model problem.
How 5 Small Workflows Burn 2,000 Tasks a Month
5 workflows with 3-5 steps each. A 2,000-task plan that felt generous. Where the count actually goes, and why per-task billing surprises you.
'Set It and Forget It' Automations Fail Quietly. Here's How.
API breaking changes, OAuth expiry, missed webhooks, silent data drift. How the environment shifts under your workflows, and what actually holds up.
Why AI Agents Go Rogue: 5 Real Incidents and What They Share
An AI cleared an inbox mid-speedrun. Another deleted AWS production. A loop ran 11 days to a $47,000 bill. Same root cause: architecture, not the prompt.
95% Accurate Means 1 in 20 Actions Is Wrong
AI is probabilistic, so the same prompt produces different outputs. Why that makes approve-before the only safe pattern, and what unsupervised automation costs.
Action Credit Pricing: Logic and Approvals Are Free
A pricing model that separates work that costs real money from the rest. What counts as an action, what doesn't, and what the difference does to your bill.
How Much Does Fully Autonomous AI Actually Cost?
Air Canada lost a tribunal after its chatbot invented a refund policy. The cost wasn't the refund. 4 hidden costs that keep billing.
