Blog
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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.
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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.
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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.
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'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.
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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.
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Human Review Is the Missing Piece in AI Automation
AI is probabilistic, so review the action before it fires, not after it breaks. How approve-before, confidence scoring, and free mobile approvals work.
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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.
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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.
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6 Workflow Automations Every Solopreneur Needs in 2026
Email triage, lead qualification, invoice chasing, social posts, content review, meeting scheduling. For each: trigger, AI step, and approval gate.
