The cost of PC components has been skyrocketing as AI infrastructure buildout creates extraordinary demand amid limited supply. HP says that squeeze is now hitting PC memory especially hard, with RAM now accounting for 35 percent of a system’s overall cost.
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The Implications of My Agentic Successes#Like many who have hopped onto the agent train post-Opus 4.5, I’ve become nihilistic over the past few months, but not for the typical reasons. I actually am not hitting burnout and I am not worried that my programming skills are decaying due to agents: on the contrary, the session limits intended to stagger server usage have unintentionally caused me to form a habit of coding for fun an hour every day incorporating and implementing new ideas. However, is there a point to me writing this blog post and working on these libraries if people will likely just reply “tl;dr AI slop” and “it’s vibecoded so it’s automatically bad”?
Celtic’s key attribute during a critical week, which begins at Ibrox on Sunday, is course and distance specialism. The shortcomings within, and patched-up nature of, O’Neill’s squad are blindingly obvious. This is, however, a club that has become accustomed to dominating Scottish football over more than a decade. Much earlier, O’Neill had demonstrated he could emerge successful from title scraps. Contrary to giddy analysis, there is nothing miraculous or remarkable about O’Neill’s work during his second short-term stint of the season. It is, though, immediately striking how a 73-year-old can achieve such buy-in from players. Faith in O’Neill within Celtic is absolute.