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Inclusionai
Ling 3.0 Flash fastruns locally
inclusionai/ling-3-0-flash
*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers...
Input / 1M
$0.021
USD per million tokens
Output / 1M
$0.063
USD per million tokens
Est. cost / token
$0.000000031
$0.032 per 1M, 3:1 mix
Context window
262K
max output 33K
Major features
Open weightsCachingReasoningJSON schemaTools
Task suitability (heuristic 1–5, not a benchmark)
- coding3
- reasoning3
- math3
- summarization4
- extraction4
- classification4
- chat3
- creative3
- translation4
- vision1
- long context3
- agentic3
Run it locally
Will it run on my machine? →| Quantization | Quality | Memory needed (8K ctx) |
|---|---|---|
| Q2_K | poor | 60.1 GB |
| Q3_K_M | fair | 69.5 GB |
| Q4_K_Mrecommended | good | 85.9 GB |
| Q5_K_M | very good | 99.3 GB |
| Q6_K | excellent | 114 GB |
| Q8_0 | near-lossless | 146 GB |
| F16 | lossless | 272 GB |
Estimates.
Price history
| Recorded | Input | Output | Cached | Source |
|---|---|---|---|---|
| 2026-11-05 03:20 | $0.021 | $0.063 | $0.004 | openrouter |
A row is added whenever a sync detects a price change. Vendor pricing source
Pricing (USD per 1M tokens)
- Input
- $0.021
- Output
- $0.063
- Cached input
- $0.004
- Blended (3:1)
- $0.032
Details
- Company
- Inclusionai
- Version
- 3
- Family
- Ling
- Released
- 2026-07-23
- Parameters
- 127.5B
- Max output
- 33K
- Open weights
- Yes
- Inputs
- text
- Last synced
- 21 min ago