CLM-8B, released September 2026 under Apache 2.0, is trained on 60M Q&A pairs, 30M synthetic hard negatives and 1M agentic trajectories. Because state and action embeddings are cached independently, it runs up to 9x faster than Jev on some zero-shot tasks, and a fine-tuned version acts as a fast verifier for best-of-N coding agents.