pragma.vision Technology observatory & strategic foresight

Living definition

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

Foundation Models & LLMsAI & Agents

As of
2026-10-21
Revision
2026-10-06.1
Method
v1.4.0

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 2026-10-21, verified readiness is 35 (claimed 65, reported 35, gap 30) — Strong evidence strength; current signals suggest Consider a controlled pilot for fast text and tool-assisted workflows.

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

Dataset approval

Human editorial release

Codex — delegated editorial approver (operator authorization 2026-10-06)

Dataset
2026-10-06.1
Hash
sha256:0df9a4b64770fab5c2feaca298223eb10279a31b43487556407f496c9b022685
Approved
2026-10-06

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.