A financial services company watched their AI agent burn $47,000 in two days. The system didn't crash. It got stuck in an infinite retry loop, calling the same API over and over until the bill hit five figures. That's not an edge case. That's what happens when you don't think about error recovery.
The $30K Loop Nobody Talks About
Reddit threads are full of cautionary tales about AI agents running amok. One finance team hit a $30K loop when an agent got stuck in a reasoning cycle. The bot kept retrying the same failed action, doubling down on a mistake instead of stepping back and trying something else. This happens because most computer use agents are built like fragile scripts. They have one plan. If that plan fails, they spin. They don't have built in recovery logic. They don't know when to restart. They don't know how to diagnose their own failures. Enterprise AI has an 80% failure rate. The models aren't the problem. The architecture is. Companies expect agents to just work, but they're shipping products that can't handle the one thing that always goes wrong: things go wrong.
What Happens When You Ignore Error Recovery
- Agents get stuck in loops that call the same tool thousands of times. Each call costs money. A single retry loop can burn through thousands of dollars in tokens.
- When an agent fails, it often doesn't know how to recover. It might try the same action again. It might call more tools in the wrong order. It might escalate a simple error into a full blown incident.
- Recovery failures compound. A stuck agent consumes resources. It blocks other systems. It creates more work for humans who have to clean up the mess.
- Companies report AI agent costs higher than expected. The hidden cost isn't the initial build. It's the endless maintenance of systems that can't handle their own failures.
92% of companies report AI agent costs higher than expected. The problem isn't the model. It's the lack of error handling.
The Computer Use Arms Race Is Broken
Everyone is building computer use agents. Anthropic, OpenAI, Google. They're all racing to see who can click the most buttons. But nobody is asking the real question: What happens when the buttons don't respond the way you expect? Benchmarks like OSWorld measure success rate. That's a nice headline. But success rate is a lie if your agent can't recover from a failed click. A computer use agent that fails once and silently gives up is worse than a human who asks for help. At least the human knows when they're stuck. Most agents just keep going, making assumptions about what they see on screen when they can't actually read it. They hallucinate progress. They invent solutions to problems that don't exist. This is why 80% of AI agents are garbage. They're optimized for the happy path. They're not designed for the messy reality of real computers.
Why Coasty Is Different
Most computer use agents are built on top of models. Coasty is built around recovery. Our in-house model achieved 85.6% on OSWorld with public results and 82.81% on the official OSWorld-Verified leaderboard. That's higher than every competitor. You might think that's impressive. Here's what you should actually care about: Coasty actually handles errors. It knows when to retry. It knows when to restart. It knows when to ask a human for help. It includes built in circuit breakers that stop runaway loops before they burn your budget. You get a desktop app, cloud VMs, or agent swarms that can run in parallel. You can bring your own keys and keep your data private. The free tier is real. You don't need to commit to a massive contract to see if it works. That's how you build something that actually survives in production.
Stop building AI agents that can't handle their own failures. Your computer use system is either robust or it's a liability. If it can't recover from errors, it's not an agent. It's a fragile experiment. You have two choices. You can keep throwing money at systems that spin in infinite loops until they break, or you can use a computer use agent that actually knows how to handle problems. Coasty is that agent. It's the #1 computer use agent for a reason. Try it for free at coasty.ai. If you care about your budget, you'll thank me later.
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