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Every year, hundreds of thousands of South African learners sit their final matric exams and face the same question the moment results drop: “Now what?” ...

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Mechanism-level reproduction of Google's Nested Learning (HOPE) architecture (HOPE blocks, CMS, and Self‑Modifying TITANs), matching the quality bar set by lucidrains' TITAN reference while remaining ...