feat: slider max dynamically set from CSV row count (header excluded)

fix(ml): restrict cross-encoder batch_size to prevent OOM kills on uncapped arrays

fix: growth_velocity always 60% bug - handle JSON string and empty work_exp

feat: stabilize celery loops, add redis caching, and scale stage 2 neural limit to 250

feat: add embedding singleton and batch ingest Celery worker