Forge
Forge extracts a training corpus from a live database and signs the chain from base checkpoint to merged shards.
One REPEATABLE READ snapshot with pg_export_snapshot() and a recorded WAL LSN, a lint that refuses an unqualified table reference, pair-consistent redaction over prose with a residual scan that exits 1, preflight on a meta device, and a tensor delta map at merge gated against the expanded LoRA target set. Online RL is delegated to Prime Intellect's Prime-RL and Verifiers: Forge renders the pinned config and argv rather than importing or reimplementing their trainer and harness. GH200 and GB300 profiles are operator-approved requests, not inventory or price claims. Attestation is an in-toto Statement v1 signed with ed25519 over an RFC 8785 canonical body. Not published: no repository, no tag, and nothing to clone today.