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“And pivoting crypto hardware into AI hosting doesn't instantly fix shrinking mining margins.”


“Generic AI tools fail at testing because they ignore repository context, so enforcing a strict research-plan-implement workflow is the only way you don't end up manually fixing broken builds.”






“Apple hasn't confirmed the failed negotiations publicly, but the supply chain reporting paints a clear picture of U.S. export controls trapping hardware companies in a tightening Korean memory oligopoly.”




“AI tools are now surfacing exploits in legacy open-source code far faster than volunteer teams can fix them.”


“Replacing 4,000 jobs with autonomous coding agents isn't just a margin trick—it's establishing a brutal new baseline for what enterprise engineering teams are expected to output.”