In this video, we provide essential "math help" by addressing "common mistakes in maths" students make with "trigonometry", specifically focusing on "cofunction identities". This "math tutorial" ...
"§4.4 router gradient formula: only diagonal softmax derivative shown, missing full Jacobian with off-diagonal -p_i*p_l cross terms and the renormalization Z dependency", "§3 capacity code uses int() ...
"notes": "Solo subagent (low codex contention) wrote 1315-line draft with verified arXiv IDs (no [needs-verify] markers); intentionally skipped Steps 3-6 to bypass codex MCP concurrency hang." "§6.4 ...
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