Let’s examine the math heatmap first. Starting at any layer, and stopping before about layer 60 seem to improves the math guesstimate scores, as shown by the large region with a healthy red blush. Duplicating just the very first layers (the tiny triangle in the top left), messes things up, as does repeating pretty much any of the last 20 layers (the vertical wall of blue on the right). This is more clearly visualised in a skyline plot (averaged rows or columns), and we can see for the maths guesstimates, the starting position of the duplication matters much less. So, the hypothesis that ‘starting layers’ encode tokens, to a smooth ‘thinking space’, and then finally a dedicated ‘re-encoding’ system seem to be somewhat validated.
Global news & analysis
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"A prolonged period of turmoil and insecurity in the Middle East will disrupt other regions of importance for China," says Philip Shetler-Jones from the Royal United Services Institute.
safehouse claude --dangerously-skip-permissionsSafehouse automatically grants read/write access to the selected workdir (git root by default) and read access to your installed toolchains. Most of your home directory — SSH keys, other repos, personal files — is denied by the kernel.