system design

Follow cache hits and misses into shard calls, rerank pairs and generation work; size consistent branches and enforce access-aware reuse.

Bind weights, tokenizer, configuration and evaluation to one immutable release. Follow verification, prefetch, canary readiness and rollback, with bandwidth floors that do not pretend to be rollout measurements.

Separate total and active parameters, then size persistent state, approximate compute and token dispatch. Compare supported parallel layouts using per-rank memory, measured communication and recovery.

Separate customer, model-owner and operator trust. Bind encrypted requests and model-key release to an approved CPU/GPU workload, then account for retrieval, cache, logs, scaling and recovery.