Fix: score formatting was rounding 0.9999 to 1.000 in stdout logs

Fix inference.py env var pattern to match submission checklist

Add adversarial, negotiate, supply_chain tasks + dynamic difficulty + richer rewards

Add expert fraud audit task and improve inference feedback loop

Add full invoice processing pipeline environment