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Pending benchmarksTracking since Oct 22, 2026

Is Ling-3.1-flash-1019 state of the art?Pending benchmarks.Announced Oct 22, 2026; no independent results yet.

A new checkpoint of Ant Ling's Ling-3.1-flash from Ant Group's InclusionAI, aimed at agentic work. The lab says API access and open weights are coming soon; neither is available yet.

Announced facts

The details so far

Lab
Ant Ling (InclusionAI, Ant Group)
Announced
Oct 22, 2026
API
Not yet
Open weights
Announced, not yet published
Relation
New checkpoint of Ling-3.1-flash (tracked separately; its scores are not shared)
Focus
Agentic work (lab post)
API
Coming soon (lab post)
Weights
Coming soon (lab post)

Tags marked unsure are not stated on the lab's own pages.

Next steps

What would let us call it

Verdicts use only independent boards we already track. Two consecutive snapshots are required before any crown.

  • Publicly announced with a source
  • Usable by the public (API or weights)
  • Listed on an independent board we track
  • Enough results for a rank in a category
  • Holds across two snapshots (crowns only)
Self-reported

What the lab claims

Self-reported. Shown for context; not used in any verdict.

Lab claim: 44 on the Artificial Analysis Intelligence Index, up from 41 for Ling-3.1-flash.

Lab claim: AA-Briefcase up from about 1400 to 1524 Elo, and AutomationBench-AA from 62% to 68%, versus Ling-3.1-flash.

Receipts

Sources

LABInclusionAI announcement on Xx.com/TheInclusionAI/status/2113281421074981220 · Oct 22, 2026
Editorial

Compare when it lands

Unscored: the earlier checkpoint, Ling-3.1-flash. A scored comparison appears once both are on a shared board.

Tracking ends Jan 20, 2027 unless the API or weights become available.