Here is a design guide from Linear Technology describing how to design boost power supplies that can work from as little as 0.7 volts. These constant voltage power supplies that can run off until nearly every last drop of power is consumed.
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For a similar part, but far far cheaper, parts like the MCP1623 and MCP1640 are just as fun