Model comparison
Kimi K2.7 Code vs Ring-2.6-1T
Kimi K2.7 Code has enough public results to be ranked (#94); Ring-2.6-1T does not yet, so treat this comparison as directional.
Last verified . 3 shared benchmarks.
Ant Group (inclusionAI)Summary
- They share 3 benchmarks with published results for both. Kimi K2.7 Code scores higher in 2 categories and Ring-2.6-1T in 0 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Kimi K2.7 Code leads 39.0 to 26.1.
- The biggest single-benchmark swing is CritPt: 10% for Kimi K2.7 Code and 3.7% for Ring-2.6-1T.
Side by side
| Kimi K2.7 Code | Ring-2.6-1T | |
|---|---|---|
| Provider | Moonshot AI | Ant Group (inclusionAI) |
| Noometry Index | 43.3 | 36.9 |
| Released | 2026-06-12 | 2026-05-14 |
| Weights | Open | Open |
| Context window | 262K | — |
| Max output | 262K | — |
| Input $ / M tokens | $0.95 | — |
| Output $ / M tokens | $4 | — |
| Results tracked | 19 | 3 |
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Category by category
Coding Kimi K2.7 Code leads
Kimi K2.7 Code: 42.9 (#95), Ring-2.6-1T: 40.7
| Benchmark | Kimi K2.7 Code | Ring-2.6-1T |
|---|---|---|
| SciCode | 47.5% | 42.4% |
| ALE-Bench | 886.23 | 432.57 |
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| WeirdML | 54.1% | — |
Agentic & Tool Use Not comparable
Kimi K2.7 Code: 24.0 (#122), Ring-2.6-1T: —
| Benchmark | Kimi K2.7 Code | Ring-2.6-1T |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |
Reasoning Kimi K2.7 Code leads
Kimi K2.7 Code: 39.0 (#61), Ring-2.6-1T: 26.1
| Benchmark | Kimi K2.7 Code | Ring-2.6-1T |
|---|---|---|
| CritPt | 10% | 3.7% |
| SimpleBench | 57.9% | — |
| Chess Puzzles | 21% | — |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 149.97 | — |
Math Not comparable
Kimi K2.7 Code: 52.9 (#48), Ring-2.6-1T: —
| Benchmark | Kimi K2.7 Code | Ring-2.6-1T |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
Knowledge Not comparable
Kimi K2.7 Code: 53.5 (#57), Ring-2.6-1T: —
| Benchmark | Kimi K2.7 Code | Ring-2.6-1T |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
Frequently asked questions
Is Kimi K2.7 Code better than Ring-2.6-1T?
Kimi K2.7 Code has enough public results to be ranked (#94); Ring-2.6-1T does not yet, so treat this comparison as directional.
Is Kimi K2.7 Code or Ring-2.6-1T better for coding?
Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 40.7 in the Noometry coding category.
How many benchmarks do Kimi K2.7 Code and Ring-2.6-1T share?
3 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Ring-2.6-1T has 3.