InclusionAI
Ant Ling 3.0 Flash
Ant Ling 3.0 Flash is a InclusionAI model with 262K context, Not verified in / Not verified out per million tokens, last verified September 2, 2026. Open weights: yes. Public-board scores are linked to the publisher; vendor-only figures stay in the watch-out, not on the board.
Ling 3.0 Flash is Ant Group's open-weight (announced) trillion-class agentic MoE from a fintech lab.
Catalog record checked September 2, 2026Individual provider fields may change
| Specification | Ant Ling 3.0 Flash |
|---|---|
| Provider | InclusionAI |
| Tier | Budget |
| Context window | 262K |
| Max output | Not verifiedUnverified |
| Input / 1M tokens | Not verifiedUnverified |
| Output / 1M tokens | Not verifiedUnverified |
| Weights | Open |
| Parameters | 124B total / 5.1B active (MoE) |
| Reasoning levels | low, medium, high |
| Modalities | text |
| License | Apache 2.0 |
| API model id | ling-3.0-flash |
| Released | July 23, 2026 |
Pricing tiers: Announced Apache 2.0 (weights status per coverage — verify). 124B/5.1B active MoE. Free on OpenRouter through 2026-08-03.
Verified evidence
Published benchmark results
Each result keeps its source and measurement date visible. A missing benchmark is not treated as a zero.
| Benchmark | Score | Measured | Source |
|---|---|---|---|
| Artificial Analysis Intelligence Index | 46 | 2026-08-14 | Artificial Analysis · View source |
Best for
- Open-weight deployments
- Agentic work
- Cost-sensitive
Watch out
Source receipts
Catalog figures for this model were checked against the following sources.
- InclusionAI — Ling (accessed 2026-08-29)
- HuggingFace — InclusionAI (accessed 2026-08-29)
Common questions
Ant Ling 3.0 Flash
Answered from the verified figures on this page rather than general guidance.
What is Ant Ling 3.0 Flash's context window?
Ant Ling 3.0 Flash accepts about 262K tokens of context. That only matters if you routinely send very long documents, large codebases, or multi-turn histories that approach that limit.
What is Ant Ling 3.0 Flash best for?
Ant Ling 3.0 Flash is a budget tier from InclusionAI. It suits open-weight deployments, agentic work, cost-sensitive. Confirm weights are actually published before citing as open.
Can I self-host Ant Ling 3.0 Flash?
Ant Ling 3.0 Flash publishes open weights, but self-hosting depends on the licence, hardware footprint, quantisation quality, and serving stack. A hosted API is often cheaper until you have measured throughput and concurrency on your own hardware.