Every file resolves through a stable path — /v1/models/contrastive-lm/clm/resolve/2026.09.25/<path> — while the object underneath is content-addressed and shared with every other version that holds the same bytes. API reference.
contrastive-lm/clm2026.09.25
Contrastive Language Models score a state against a set of candidate actions with a contrastive objective. Two projection heads on frozen Qwen3-8B embeddings, trained with InfoNCE; clm-serve maps Choice, Score and Noul onto candidate ranking.