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Adds this session's evidence: uat_prefitted_4b.py (proves the n1000 lens steers, word>random), calib_c_prefitted.py + calib_persona.py (how the demo Cs were chosen: word knee ~0.5, mean_diff ~1), run_nb.py (nbclient notebook executor, bypasses the broken global nbconvert config). Removes u4_step3_guard.sh / retry.sh; fit.py gains --out for scratch fits to non-canonical paths. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>