How CascadeFlow Cut Our Review Cost Without Hurting Quality
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* Most AI dev tools have the same bad habit: * send everything to the biggest model available and hope the bill feels reasonable later. That works for demos. It doesn't work when you're actually building something. A five-line hello world should not cost the same as reviewing auth middleware touching JWTs, SQL, async flows, and environment variables. But a lot of tools treat every snippet like a production incident. Same model, same cost, every time — regardless of what the code actually is.…
1Key Takeaways
- * Most AI dev tools have the same bad habit: * send everything to the biggest model available and hope the bill feels reasonable later.
- It doesn't work when you're actually building something.
- A five-line hello world should not cost the same as reviewing auth middleware touching JWTs, SQL, async flows, and environment variables.
- But a lot of tools treat every snippet like a production incident.
2AIWedia Score
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — AI reports that * Most AI dev tools have the same bad habit: * send everything to the biggest model available and hope the bill feels reasonable later.
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