Ling 3.1 Flash vs Ring 2.6 1T
| Benchmark | Ling 3.1 Flash | Ring 2.6 1T |
|---|---|---|
| Humanity's Last Exam | 39.4 | 21.6 |
| Terminal-Bench 4.0 | 33.3 | 0.5 |
| AutomationBench-AA | 61.7 | 0.7 |
Specs
| Spec | Ling 3.1 Flash | Ring 2.6 1T |
|---|---|---|
| Input, per 1M | $0.30 | !$0.13 |
| Output, per 1M | $0.90 | !$1.10 |
| Cost per task? | $1.01 | $0.29 |
| Speed, tok/s | 213 | 122 |
| Context | 1M | 128K |
| Weights | Open | Open |
| Released | Oct 2026 | May 2026 |
| Memory (4-bit) | 343 GB | 615 GB |
| Licence | MIT | MIT |
| Commercial use | Allowed | Allowed |
| See images | — | — |
| Read PDFs | — | — |
| Hear audio | — | — |
| Watch video | — | — |
| Call tools | ✓ | ✓ |
| Force a tool call | Partial | ? |
| Return strict JSON | ✓ | Partial |
| Search the web | ? | ? |
| Run code | ? | ? |
| Use a computer | ? | ? |
What breaks when you switch
Ling 3.1 Flash → Ring 2.6 1T
Context: 1M → 128K
Memory (4-bit): 343 GB → 615 GB
Ring 2.6 1T → Ling 3.1 Flash
Nothing known.