Long-Horizon Agents: Why Multi-Turn Reasoning Breaks and the Practical Training Tricks That Fix It

Why multi-turn agents fail past step 20, why most RL rollouts give zero gradient, and the tricks that fix it: CISPO, difficulty filters, gated rewards.