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News
Give the Model One JSON Job. Run Everything Else Yourself.
4+ day, 15+ hour ago (925+ words) Most agent messes are not “the model is dumb.” The model was allowed to drive the whole loop. Planning, file edits, test commands, retries. All of it. That is how invented paths and silent extra files show up. So I…...
A Free Model Endpoint Proposed a Build Cleanup. My C++ Executor Required a Dry Run Before Touching State.
3+ week, 5+ day ago (500+ words) A model endpoint can return well-formed JSON, a whitelisted tool name, and a command that is still wrong for the current state of a repository. The safer design starts from a two-phase executor: the model proposes, but a small C…...
Use a Free Model Endpoint as a Last-Minute Shell Gatekeeper
3+ week, 5+ day ago (667+ words) You usually review a generated command in your head, but that review is weakest exactly when the output looks plausible. A model can produce git push origin main --force with full confidence because it does not know your current branch…...
A Bad Prompt Will Waste Your Free Model Calls. Lint the Contract First.
3+ week, 6+ day ago (589+ words) Last Tuesday, my pipeline called a free model three times on the same commit. The output looked confident every time. It was wrong every time. The model did not fail. My prompt did. I almost blamed the model. Then I looked…...
CI Is a Bad Place to Repeat Model Calls. I Moved That Verdict to a Free Server Sidecar.
4+ week, 1+ hour ago (401+ words) CI is a bad place to repeat model calls. A pipeline can re-run the same job on every push, every retry, and every scheduled trigger. If the job includes a direct model request, an unchanged prompt can hit the same…...
Give a Free Model a Latency Budget Before You Let It Into CI
4+ week, 4+ hour ago (305+ words) I keep hitting the same failure pattern. A merge request passes every test. Then the pipeline stalls. Nothing in the diff changed. The free model route I call for a review is just having a slow minute. Same prompt. Same…...
You Don't Need More Free Model Quota. You Need a Content-Addressed Cache.
4+ week, 7+ hour ago (546+ words) Three identical prompts. Three model calls. Same answer. I saw this in a GitLab CI pipeline that runs a free model over release notes. The prompt template did not change, the model route did not change, and the input did…...
You Don't Need a New Model Call for Every Commit: A Content-Hash Gate for GitLab CI
4+ week, 10+ hour ago (639+ words) Every commit triggers the same review. The diff has not changed. The prompt has not changed. But the pipeline still asks the model to think again. After ten small pushes, your free quota is gone. You are not paying for…...