From One Failure to Project Memory: Make the Pipeline Stronger Over Time

If AI makes the same mistake repeatedly in the same project, the problem is usually not just the model. The task contract may be unclear. The context package may miss a source file. Stop conditions may be absent. Tests may not cover the behavior. The evidence gate may be too weak. Project rules may exist only in chat. The final layer of a project-specific AI delivery pipeline is feedback and knowledge capture. Do not only correct AI in chat Many people tell the agent, "do not do that next time."