pragma.vision Technology observatory

Verification register AI & Agents

Living definition

What is Ling-3.0-flash (Ant Group)?

Foundation Models & LLMs AI & Agents

As of
2026-07-30
Revision
2026-07-30.1
Method
v1.3.0

Definition

The term, in context

AI-assisted draft · approved dataset

Ling-3.0-flash is a large language model from Ant Group in the Ling family, tuned for low-latency inference at reduced cost per token relative to the larger models in the same series. Models in this tier trade some capability for throughput to make high-volume application workloads economic.

Live readiness status

Status as of the current dateline

AI-assisted assembly · derived results

As of 2026-07-30, verified readiness is 73 (claimed 85, reported 81, gap 12) — Critical evidence strength; current signals suggest Track; not yet.

The readiness fact belongs to the canonical Readiness Verdict for Ling-3.0-flash (Ant Group).

Dataset approval

Human editorial release

pragma.vision editorial — operator dev@soft.house approved 2026-07-30 (pv_fix-32 top-up; a changed dataset hash voids every prior approval, PV-TREQ-106)

Dataset
2026-07-30.1
Hash
sha256:16656273570214ec4e4053ca200b0935d557791ff62c186ad88e876b9446455a
Approved
2026-07-30

Your opinion

Tell us anything.

What works, what doesn't, what's missing — especially about our watches, lenses, and the register itself. Anonymous is fine; leave an email if you'd like a reply.