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agent and customer code
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VibeflowTraditional Cloud
Hit a limit?
Good luck.
Undocumented limits
You won't know their limits until you hit them. Then it's guesswork to figure out what broke.
Workarounds required
Sharding, multi-account strategies, custom tooling—engineering around problems that shouldn't exist.
Wait for sales
Need a limit increase? Submit a ticket and wait weeks while your users churn.
// Typical experience
Error: Rate limit exceeded
Retry after 3600 seconds
// Now you're blocked
Retry after 3600 seconds
// Now you're blocked
Freestyle
Need more throughput?
Send more requests.
Everything documented
Every limit is documented upfront. Plan your architecture with confidence from day one.
Built for scale
Spin up thousands of resources without hitting invisible walls. Freestyle is built for the workloads of multi-tenant apps.
Self-serve instantly
Need more? Just use more. No tickets, no calls, no waiting.
// On Freestyle
await Promise.all(
users.map(user =>
freestyle.vms.create(user)
)
)
// Just works
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