FeepingCreature comments on Neuroscience basics for LessWrongians - Less Wrong
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We have an actual example of this here (also, the last progress report). The punchline is "Personnal computing in one book" (400 pages × 50 lines per page means 20K lines of code). It is meant to do basically the work of Windows + Office + IE + Outlook. And the compilers are included in those 20 thousand lines.
Well, no.
They do look for ways to maximize code recycling. However, the result is not less power. On the contrary, they achieve unmatched flexibility. Two examples:
Now to go from flexibility to power, one does need human input. But at least it's easier.
(Note that I have swept the runtime performance problems under the carpet. My bet is, if we generalize FPGA-like processors (with memristors?), it won't matter, because one could optimize the hardware for the software, instead of optimizing the software for the hardware.)
Compression is actually a very important skill for programmers that tends to correlate with experience. More compressed code -> less redundancy -> less space for inconsistencies to arise on modification.