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Sounds like OP is looking for a rocket stove. It can be the size of a coffee can and is fueled by small sticks and twigs. Extremely efficient, burns hot enough there's no ash left.
There is quite a bit of variety when it comes to rocket stoves so google it for one that suits your needs.