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Ant Group

Ling Flash

Current

3.1

shipped 4w · 13 Oct 2026

Small, fast open MoE aimed at cheap high-throughput serving.

Specification

Current
3.0 flash
Weights
Open

Modalities: text

Ling Flash — 6-Axis Capability Radar

HEURISTIC ESTIMATE
Ling Flash89 IDX
Preset genre reference

These scores are rough estimates from category presets, catalog specs, and keywords in release notes. They are not measured benchmarks or test results. Catalog prices and context windows may refer to a different model variant.

REASONINGCODE / AGENTMULTIMODALTHROUGHPUTEFFICIENCYCONTEXT

Hover or tap an axis to inspect its estimate

Reasoning & Logic
91+3
Code & Tool Agency
92+8
Multimodal Fidelity
72EVEN
Speed & Throughput
96+18
Cost & Openness
95+21
Context & Horizon
86EVEN
RELEASE CADENCE EXPLORER

Shipping Cadence & Next Drop Forecast

WITHIN ESTIMATED INTERVAL

This is an uncalibrated estimate from limited catalog history. A ratio of 100% means one estimated interval has elapsed; it is not a probability. Next-release dates and versions remain unconfirmed.

Average Release Cadence

82 days

±7d variance
Elapsed Since Last Drop

29 days

Shipped on 2026-10-13
Annual Velocity

4.5 drops/yr

1 observed intervals · limited history
Cadence Estimate

2027-01-03

Next version: Unannounced
Elapsed / average interval: 35%65% remaining in cycle

Optional AI cadence commentary

Summarize the recorded history and its limitations. Future releases remain unconfirmed.

AUTONOMOUS ARCHITECTURAL DIFF ENGINE

Model Version Capability Delta

AI-synthesized architectural jumps, parameter scaling, and capability shifts across releases.

From:➔To:

Ready to analyze Ling Flash v3.0 vs v3.1

Click Synthesize Diff to analyze latent space adjustments, resolution leaps, parameter shifts, and migration caveats via Gemini 3.8 Flash.

Version history

2 releases tracked

  1. 3.1

    minor13 Oct 2026 · 4w

    Ling 3.1 Flash expands reasoning performance and instruction adherence.

    • repo inclusionAI/Ling-3.1-flash (created 2026-10-13, modified 2026-10-15)
    • Source adapter: hf-api
  2. 3.0

    major23 Jul 2026 · 3mo

    Ling-3.0-flash released with open weights.

    • Throughput-oriented MoE.
    • Part of the July open-weight wave.
    Date basis unconfirmedSource needed

Also in Text & reasoning