# Kimi K2.7 Code vs Ring-2.6-1T

> Kimi K2.7 Code has enough public results to be ranked (#90); Ring-2.6-1T does not yet, so treat this comparison as directional.

- Canonical page: https://noometry.com/compare/kimi-k2-7-code-vs-ring-2-6-1t
- Last updated: 2026-10-10
- Shared benchmarks: 3

## 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 38.2 to 25.3.
- The biggest single-benchmark swing is CritPt: 10% for Kimi K2.7 Code and 3.7% for Ring-2.6-1T.

## Snapshot

| | Kimi K2.7 Code | Ring-2.6-1T |
|---|---|---|
| Provider | Moonshot AI | Ant Group (inclusionAI) |
| Noometry Index | 43.0 | 36.3 |
| Rank | 90 | — |
| Context | 262K | — |
| Input $/M | $0.95 | — |
| Output $/M | $4 | — |
| Weights | Open | Open |

## Coding

- Kimi K2.7 Code: 42.4 (#92)
- Ring-2.6-1T: 40.1

| 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

- Kimi K2.7 Code: 23.9 (#115)
- 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: 38.2 (#56)
- Ring-2.6-1T: 25.3

| 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 | 150.01 | — |

## Math

- Kimi K2.7 Code: 52.6 (#39)
- 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

- Kimi K2.7 Code: 53.6 (#51)
- Ring-2.6-1T: —

| Benchmark | Kimi K2.7 Code | Ring-2.6-1T |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |

## FAQ

### Is Kimi K2.7 Code better than Ring-2.6-1T?

Kimi K2.7 Code has enough public results to be ranked (#90); 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: 42.4 versus 40.1 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.