AI Engineering

Sep 24, 2026 · Artificial Intelligence

CLM-8B: System One Decision Model 9x Faster Than Jev

CLM-8B is a contrastive language model that maps states and actions to a shared vector space for fast decision-making, matching Jev's zero-shot performance on benchmarks like WikiRacing and Super Mario while being 9x faster, and serves as a verifier setting new SOTA on DeepSWE and Terminal-Bench with 4-5x speedup using decoupled encoders and vector caching.