Skip to content
← All PDF guides
FIELD GUIDE 01 / OCTOBER 2026

Open Weights, Serving Decisions

Choose the checkpoint. Account for the runtime.

Compare model families through weight residency, attention state, numerical formats and deployment requirements. Includes a dated review of recent open-weight releases.

66 pages39 model profiles + 4 recent releasesSearchable PDF
Sign in to check download access

The complete PDF requires active paid Premium or an eligible full-access grant. Referral access does not include downloads.

Cover of Open Weights, Serving Decisions
THE DECISIONS INSIDE

Leave with a model acceptance sheet: exact weights, runtime, state budget, workload and rollback evidence.

  1. 01Read a checkpoint as a serving contract
  2. 02Compare dense, MoE and hybrid state
  3. 03Budget resident weights and request memory
  4. 04Review October releases and their limits
  5. 05Qualify the runtime before routing traffic

Model reference retained from September 13, 2026; recent-release review October 25, 2026.

Opening workbook page from Open Weights, Serving Decisions. The adjacent topics describe the full edition.
Preview: the opening inference workbook page.
PUT IT TO WORK

Continue on the serving path.

ANOTHER VIEW OF THE SAME SYSTEM

Keep the next reference nearby.

Accelerators for Token Serving →

The Kubernetes Inference Runtime →