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Journal before work and after each phase. Retain full native/refined/perturbed states, exact drive/bank/parameters/optimizer arrays, phase work, transport work and all refused/attempted work. Deadline is checked before every solve and algebra stage; one in-progress bounded phase may overrun and is charged. Reference refusal, unsafe algebra, mismatch or timeout is retained as inconclusive with no replacement attempt. Parent negative comparison remains unchanged.","derivative":{"adjoint":"Solve J.T lambda=dC/dv. g_bias=-lambda and g_efficacy[e]=-lambda[post]*gain*count[e]*exp(log_gain[pre])*s[pre]. Also solve separately for each complete output group's contribution. Keep directed efficacy coordinates; actual tied updates are a feasible direction in them. Report conditioning, equation error, symmetric-weight/memory-Hessian checks and zero-potential coordinates. 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