character-grounded

Introduces Magnet, a multi-agent goal-driven narrative engine for long-form story generation with persona-grounded characters, and Atlas, a graph-based pipeline for detecting hallucinations in generated narratives. The framework improves coherence and reduces hallucinations compared to single-model baselines and IBSEN.