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wassname
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gen_filter_walk: per round, cool a steering multiplier kappa and top up with extra gen batches until min_train coherent survivors are banked, so the loop cannot starve on data count (#90/#100 died at the min_train assert). Paired #101 (walk-C ON) vs #100 (walk-C OFF, identical config): #101 reaches round 9 where #100 asserted at round 5. Finding (journal h): walk-C removes the starve CRASH but the real ceiling is coherence collapse, not data count. Trait over-drives to auth -6.8 while coh falls 0.99 -> 0.62 and the kept completions degenerate into token loops ("BUILDUTEutive...", "GLUTE GLUTE") by round 7 -- low-entropy so they slip under ppl_tau and rep_tau and train the next adapter on garbage. Coherent deliverable is the round 1-2 adapter (auth -3.3 to -3.8 at coh 0.99-0.93). config: lam 1.0->0.3, spectral_lam 0->0.01 (locked from #98/#99 ablation), gen_pass_target/gen_kappa_decay/gen_kappa_min/gen_max_batches walk-C knobs. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>