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Ling 3.2 Flash

● live
Ant Groupopen weightsChinese labs stream

On the board as live since 2026-11-13 — the watchers keep tracking it: lineup changes, pricing moves and deprecations all alert.

Launch detailsLive — on OpenRouter Nov 13 as inclusionai/ling-3.2-flash:free (free tier only so far): hybrid reasoning, text and image input (up to 200 images per request), 1M ctx; no weights on Hugging Face yet (Ling 3.1's came 13 days after launch); OpenRouter listed it at 17:45 UTC with 262,144 max output and reasoning on by default; its endpoints list was empty at 19:55 and 20:49 UTC, and by 00:28 UTC Nov 14 Ant Digital was serving it (fp8, 1M ctx, 262K max output, free); Ant Ling has not announced it on X (newest post Nov 2).

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Timeline

2026-11-13
Ling 3.2 Flash verified live — confirmed answering on a public API at 19:16:08 UTCverified

Where to use Ling 3.2 Flash

1 provider lists Ling 3.2 Flash in the models.dev catalog (as of 2026-11-14), under the model ids shown below.

Kilo Gatewayinclusionai/ling-3.2-flash:free

Listings cover the model family, so a provider may list a sibling tier under the same name. Check the id before you build on it.

Ling 3.2 Flash: quick answers

Is Ling 3.2 Flash out?

Yes. Ling 3.2 Flash is live and has been since November 13, 2026.

When was Ling 3.2 Flash released?

November 13, 2026. ArtificialWatch confirmed it when it answered a real request on a public API.

Who makes Ling 3.2 Flash?

Ant Group. ArtificialWatch also tracks Ling 3.1 Flash, Ling 3.0 Flash, Ring 2.6, Ling 3.3 Flash and Ring 3 from Ant Group.

Where can I use Ling 3.2 Flash?

1 provider lists it in the models.dev catalog, including Kilo Gateway. The exact model ids each one lists are on this page.

More from Ant Group

Ling 3.1 Flashlive since 2026-09-30
Ling 3.0 Flashlive since 2026-07-23
Ring 2.6live since 2026-05-08
Ring 3watching

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