Tardis:
Work is Force x Distance, which you can translate into "Kinetic Energy". It's a way of thinking about "stopping distance". A rocket going twice as fast takes twice as much fuel to stop, and while it's stopping, it goes four times as far.
Impulse is Force x Time, which you can translate into Momentum. It's a way of thinking about "stopping time". A rocket going twice as fast takes twice as much fuel to stop, and stops in twice the time.
Both are just different ways of looking at a moving object. Think about the situation where the rocket kicks out its exhaust at 300m/s. At the start of the burn an outside observer sees the exhaust moving at 300m/s, and the rocket hardly moving at all. Hence most of the "work" is going into the exhaust. Later when the rocket reaches 300m/s, none of the "work" goes into the exhaust, because the observer notes that the exhaust is now moving at 0m/s. But inside the rocket you see a constant fuel consumption, acceleration, and "work" rate.
The observer is treating work as stopping distance. You're thinking of work as stopping time. And the bottom line is that work and energy here are just concepts to do with relative motion, and aren't real.