A merge request changes one README line. The pipeline still calls a model. It costs tokens.
Source: [Dev.to](https://dev.to/gitlab_3188/stop-wasting-free-model-calls-on-trivial-diffs-a-three-tier-escalation-ladder-5132)
The fastest way to trust a generated API is not to read the code and not even to run its tests locally; it is to make the code stand up as an actual HTTP server and answer real requests before you let it anywhere near a merge request. Most failures in LLM-generated backend code hide between stat...
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A small team shipped a CSV validation service. It passed on a workstation. It died three seconds after starting on a free server.
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