So I had 3 Claude agents help me with a "gap analysis" on prepping a proposal, identifying where 
the customer may be missing content. Several iterations, multiple comparisons/contrasts, a little critique, 
etc. All that rigmarole used ~20% of my Claude Pro usage for that period. Then today, using only the 1 
assistant, I asked it to help me clean up a diagram exported as XML (buttressed by a PNG export for it's 
"visual understanding"). That worked well, I think. But it used 24% of my allowance. Of course, XML 
is ... uh ... let's call it verbose, whereas the spreadsheet work operated directly on the ~4 sheet .xslx 
file. So that makes some sense. But it still seems a bit off. The gap analysis should require much more 
"reasoning" than the diagramming, right? I can't help but think a JEPA model would be better for 
diagramming.

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8647 ⊥ ɐןןǝdoɹ ǝ uǝןƃ
ὅτε oi μὲν ἄλλοι κύνες τοὺς ἐχϑροὺς δάκνουσιν, ἐγὰ δὲ τοὺς φίλους, ἵνα σώσω.


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