I type on the Voyager at home and either the Planck EZ Glow or a Reviung41 when away from home. I only use keys within one position away from home position and have the same 39-key layout programmed on all three keyboards.
Obviously an API scraper and data viewer alone do not justify an OPUS 4.5 CHANGES EVERYTHING declaration on social media, but it’s enough to be less cynical and more optimistic about agentic coding. It’s an invitation to continue creating more difficult tasks for Opus 4.5 to solve. From this point going forward, I will also switch to the terminal Claude Code, since my pipeline is simple enough and doesn’t warrant a UI or other shenanigans.
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Another way to look at our threshold matrix is as a kind of probability matrix. Instead of offsetting the input pixel by the value given in the threshold matrix, we can instead use the value to sample from the cumulative probability of possible candidate colours, where each colour is assigned a probability or weight . Each colour’s weight represents it’s proportional contribution to the input colour. Colours with greater weight are then more likely to be picked for a given pixel and vice-versa, such that the local average for a given region should converge to that of the original input value. We can call this the N-candidate approach to palette dithering.
Made with wood, springs and rubber bands, Rich Walker remembers fondly the first robotic hand built by Shadow Robot in the late 1990s.
这5年，全国上下同心协力、迎难而上，圆满完成过渡期各项目标任务，牢牢守住了不发生规模性返贫致贫的底线。摆脱绝对贫困、持续巩固拓展脱贫攻坚成果，极不平凡、极不容易。新时代减贫治理，成为中国之治的生动实践。