Agreed with the above points, I've found this to be true with rechargeable batteries. (Haven't tried eneloops yet.)
Not knowing any better, I've bought a Duracell charger and it came with four 1700 mAH AA batteries. Thinking that "more is good" I've acquired some 2650 mAh duracell batteries...