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The 2-3 week innovation cylce is wild compared to traditional defense procurement. What struck me most is how fog became a tactical variable—once weather was just sometihng armies endured, now it's actively exploited in the sensor-countermeasure loop. The Pokrovsk breakout shows Russia can still adapt doctrine when conditions shift, but the quick Ukrainian response (likely thermal/radar upgrades?) proves institutional learning speed matters more than raw resources.

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