# Cola2 vs Kimi K3.1 Pro

> Kimi K3.1 Pro scores 48.6 (D) to Cola2's 33.9 (F) for open-weight models you run yourself. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/cola2-vs-kimi-k3-1-pro
- Markdown: https://www.anchorterminal.com/compare/cola2-vs-kimi-k3-1-pro.md (~8,550 tokens)
- Site index for agents: https://www.anchorterminal.com/llms.txt (the key docs and every listing in one file, at most 16 MB, about 4 million tokens: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- DNS: dig +short TXT <slug>.grade.anchorterminal.com (the grade as a DNS TXT record, for a sandbox with no HTTP where names still resolve; also top., best.<category>. and <a>.vs.<b>. under the zone, and the same under grade.letme.dev)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-11-10

Kimi K3.1 Pro scores 48.6 (D) on agent readiness against Cola2's 33.9 (F), and leads in 3 of 4 scored categories. Cola2 leads on documentation and upkeep. Both do open-weight models you run yourself.

- Cola2: grade F, 33.9/100, rank #160 of 160 open-weight models. Markdown https://www.anchorterminal.com/tools/cola2.md · JSON https://www.anchorterminal.com/api/v1/tools/cola2.json
- Kimi K3.1 Pro: grade D, 48.6/100, rank #151 of 160 open-weight models. Markdown https://www.anchorterminal.com/tools/kimi-k3-1-pro.md · JSON https://www.anchorterminal.com/api/v1/tools/kimi-k3-1-pro.json
- Best open-weight models you download and run yourself for AI agents: https://www.anchorterminal.com/best/open-weights/index.md
- All 6359 open weights comparisons: https://www.anchorterminal.com/compare/open-weights/index.md

## Which one, for what

### Cola2 (F)

Good for: Researchers working on latent or diffusion language models who want a checkpoint to study

Ahead on:
- Documentation and upkeep, 58 against 51

Watch for: No licence stated for the weights

### Kimi K3.1 Pro (D)

Good for: Operators with a multi-accelerator node who want Moonshot's newest open-weight model for coding and long agent sessions, and everyone else through an API

Ahead on:
- Reach, 40 against 25
- Risk, 50 against 40
- Agent interface, 65 against 20

Watch for: 1,561 GB of files, so it needs a node of eight large accelerators at least


## Why the edge

### Agent interface: Kimi K3.1 Pro +45

- Cola2 (20): Chat template 20, A chat template in tokenizer_config.json (4,116 characters), which came with the Qwen3 tokenizer. Tool-calling format 0, none. Trained tool calling 0, not trained for tool calling. Structured output 0, Nothing about JSON or schema-constrained output. Reasoning control 0, no reasoning mode. Context 0, no context length is stated. 20 + 0 + 0 + 0 + 0 + 0 = 20.
- Kimi K3.1 Pro (65): Chat template 10, the format is only code to run. Tool-calling format 10, the parser is named in the runtimes' recipes and the card doesn't say how tools are declared. Trained tool calling 20, several calls a turn on Kimi K3's tools channel. Structured output 5, named among linked guides without the how. Reasoning control 10, reasoning_effort per request. Context 10, 1M tokens. 10 + 10 + 20 + 5 + 10 + 10 = 65.

### Reach: Kimi K3.1 Pro +15

- Cola2 (25): Memory 15, the only build is the F32 safetensors set, 35.07 GB, and 35.07 GB × 1.2 = 42.1 GB, within 64 GB. Loaded as BF16, as the card's example does, it needs about half, but the line reads the file size. Runtimes 0, none of the six runs it in a released version. Builds 0, one set of weights and no quantised build. Terms 0, no licence for the weights. Download 10, the Hub API reports gated false on 10 November 2026, so the files download with no account and nothing to accept. Hosted 0, Hugging Face maps no inference provider to it, and nothing names an API that serves it. 15 + 0 + 0 + 0 + 10 + 0 = 25.
- Kimi K3.1 Pro (40): Memory 0, the only build is Moonshot's 1,561 GB MXFP4 release, far above 256 GB. Runtimes 5, llama.cpp b12242 alone has the model code in a release, since vLLM's recipe needs 0.34.0 and SGLang's cookbook a branch. Builds 10, one precision. Terms 10, free commercial use below a model-as-a-service revenue threshold. Download 10, not gated. Hosted 5, Moonshot's API and Together serve it. 0 + 5 + 10 + 10 + 10 + 5 = 40.

### Risk: Kimi K3.1 Pro +10

- Cola2 (40): File safety 15, safetensors only, no .bin, .pt or .pth files (25). Provenance 15, the files sit in the ByteDance-Seed organisation, which the ByteDance-Seed GitHub repository for the model links to (10). Safety evaluation 0, no safety results. Agent guidance 5, General cautions in the GitHub model card: not instruction-tuned or safety-aligned, not for use as an assistant, for facts or advice, or for high-impact decisions about people. Licence risk 0, With no licence for the weights there is nothing to hold ByteDance to. Security programme 5, the GitHub repository's SECURITY.md sends reports to ByteDance's security centre and says how they're assessed (5). 15 + 15 + 0 + 5 + 0 + 5 = 40.
- Kimi K3.1 Pro (50): File safety 15, safetensors only, less 10 for remote code and prompts built by the repository's script. Provenance 15, Moonshot's own organisation with a hash on every file. Safety evaluation 10, Moonshot's own cyber benchmark results and nobody else's yet. Agent guidance 0, none on the card. Licence risk 10, the revenue threshold. Security programme 0, no way to report a flaw found. 15 + 15 + 10 + 0 + 10 + 0 = 50.

### Documentation and upkeep: Cola2 +7

- Cola2 (58): Model card 8, Intended use and limitations (the out-of-scope list, and the unconverged latent model) and the architecture are on the card and the GitHub model card it links. Training data 15, the GitHub model card names the source (OLMo 2 pretraining text, retokenised) and the mix by stage with token counts, 346.03B in all. Last change 20, All six commits are from 6 November 2026, four days before this check, the last one updating a checksum in the README. Responsiveness 0, no discussions on the repository, so nobody has asked anything yet and the line reads as none answered, as settled in calibration. Version policy 5, A first release. File health 10, Config, files and card agree: F32 weights, a float32 config and a card that says to load them as bfloat16, with SHA256SUMS to check the download. 8 + 15 + 20 + 0 + 5 + 10 = 58.
- Kimi K3.1 Pro (51): Model card 11, no limitations, languages or cut-off. Training data 5, one general sentence. Last change 20, a commit on 5 November 2026. Responsiveness 0, none of the 8 newest discussions has a reply from Moonshot. Version policy 5, Kimi K3 keeps its repository and no dated note was found. File health 10, the files agree. 11 + 5 + 20 + 0 + 5 + 10 = 51.

## Score by category

| Category | Weight | Cola2 | Kimi K3.1 Pro | Edge |
| --- | --- | --- | --- | --- |
| Capability | 35%, pending | pending | pending | not scored in this run |
| Reach | 25% (25 this run) | 25 | 40 | Kimi K3.1 Pro +15 |
| Risk | 20% (20 this run) | 40 | 50 | Kimi K3.1 Pro +10 |
| Agent interface | 10% (10 this run) | 20 | 65 | Kimi K3.1 Pro +45 |
| Documentation and upkeep | 10% (10 this run) | 58 | 51 | Cola2 +7 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **33.9 · F** | **48.6 · D** | |

## Facts side by side

| Fact | Cola2 | Kimi K3.1 Pro |
| --- | --- | --- |
| Kind | Open-weight model | Open-weight model |
| Vendor | ByteDance (Seed) | Moonshot AI |
| Hosted endpoint | no (local only) | no (local only) |
| Transports |  |  |
| Auth | None | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | None stated for the weights (the code is Apache 2.0) | Kimi K3.1 Pro License (modified MIT) |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-11-06 | 2026-11-05 |
| Terms last updated | no document linked | no document linked |
| Privacy policy last updated | no document linked | no document linked |

## Verdicts

**Cola2.** A research release, and an honest one: ByteDance Seed says it's a base model with an unconverged latent stage, scoring below Llama-3-8B on its own table. It's here for people studying continuous-latent generation. Agents can't use it as a model: 32-token completions, no chat or tools, the repository's own code to load it, and no licence on the weights.

**Kimi K3.1 Pro.** Moonshot's newest flagship, eight days old when read, for operators with a rack. Only llama.cpp has its model code in a release, with vLLM and SGLang support still on a release candidate and a branch. The licence is permissive below a revenue threshold, and Moonshot hasn't answered a discussion on the repository yet.

## Before you call either

### Cola2

1. Don't plan to use this as your model. It completes short prompts and wasn't tuned to follow instructions
2. Don't use it commercially on the strength of this listing. The weights have no stated licence
3. If you study it, read modeling_cola2.py first: trust_remote_code runs it
4. Pin Transformers below 5, as the card requires
5. Pass a seeded torch.Generator to generate(). Output varies between runs even with greedy decoding
6. Check the download with `sha256sum -c SHA256SUMS`

### Kimi K3.1 Pro

1. Use Moonshot's API or Together unless you have a node of eight B300-class accelerators
2. With vLLM use 0.34.0 or later and the recipe's flags, `--tool-call-parser kimi_k3 --reasoning-parser kimi_k3`
3. Pass the whole assistant message back in later turns, reasoning_content and tool_calls included, as the card requires
4. Set `reasoning_effort` to low, high or max per request. Max is the default and thinking can't be turned off
5. Kimi K3's model code doesn't load it, because the attention layers changed
6. Validate JSON output yourself, since the card doesn't document structured output for the weights

## Questions

### Which is better for AI agents, Cola2 or Kimi K3.1 Pro?

Kimi K3.1 Pro scores 48.6 (D) on agent readiness against Cola2's 33.9 (F), and leads in 3 of 4 scored categories. Cola2 leads on documentation and upkeep.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/cola2-vs-kimi-k3-1-pro.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cola2-vs-kimi-k3-1-pro.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "cola2", "b": "kimi-k3-1-pro"}`. From a terminal: `anchor compare cola2 kimi-k3-1-pro`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cola2.json and https://www.anchorterminal.com/api/v1/tools/kimi-k3-1-pro.json

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- [Cola2 vs Qwen3-VL-8B-Instruct](https://www.anchorterminal.com/compare/cola2-vs-qwen3-vl-8b-instruct.md)
- [Cola2 vs Qwopus3.8-27B-Flash-V2](https://www.anchorterminal.com/compare/cola2-vs-qwopus3-8-27b-flash-v2.md)
- [Cola2 vs Recursive Flint](https://www.anchorterminal.com/compare/cola2-vs-recursive-flint.md)
- [Cola2 vs Ripple-65B Preview](https://www.anchorterminal.com/compare/cola2-vs-ripple-65b-preview.md)
- [Cola2 vs SenseNova-Loop-9B-Preview](https://www.anchorterminal.com/compare/cola2-vs-sensenova-loop-9b-preview.md)
- [Cola2 vs SmolLM3-3B](https://www.anchorterminal.com/compare/cola2-vs-smollm3-3b.md)
- [Cola2 vs Spark-X2.6-4B](https://www.anchorterminal.com/compare/cola2-vs-spark-x2-6-4b.md)
- [Cola2 vs Step 3.7 Flash](https://www.anchorterminal.com/compare/cola2-vs-step-3-7-flash.md)
- [Cola2 vs Swift 1.5 Qwen3.8-27B](https://www.anchorterminal.com/compare/cola2-vs-swift-1-5-qwen3-8-27b.md)
- [Cola2 vs Swift 1.5 Qwen3.8-Flash-Next](https://www.anchorterminal.com/compare/cola2-vs-swift-1-5-qwen3-8-flash-next.md)
- [Cola2 vs ThinkingCap (Qwen3.8 27B)](https://www.anchorterminal.com/compare/cola2-vs-thinkingcap-qwen3-8-27b.md)
- [Cola2 vs Baidu Unlimited-OCR-2](https://www.anchorterminal.com/compare/cola2-vs-unlimited-ocr-2.md)
- [Cola2 vs WeVisOne-VL-2B](https://www.anchorterminal.com/compare/cola2-vs-wevisone-vl-2b.md)
- [Cola2 vs WeVisOne-VL-4B](https://www.anchorterminal.com/compare/cola2-vs-wevisone-vl-4b.md)
- [Cola2 vs ZAYA1-8B](https://www.anchorterminal.com/compare/cola2-vs-zaya1-8b.md)
- [Cosmos-Reason2-2B vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/cosmos-reason2-2b-vs-kimi-k3-1-pro.md)
- [Darwin-36B-Opus vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/darwin-36b-opus-vs-kimi-k3-1-pro.md)
- [DeepSeek-V3.2 vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/deepseek-v3-2-vs-kimi-k3-1-pro.md)
- [DeepSeek V4.1 Flash vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/deepseek-v4-1-flash-vs-kimi-k3-1-pro.md)
- [DeepSeek-V4-Flash-0731 vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/deepseek-v4-flash-0731-vs-kimi-k3-1-pro.md)
- [Devstral Small 2 vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/devstral-small-2-vs-kimi-k3-1-pro.md)
- [DiffusionGemma 26B A4B IT vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/diffusiongemma-26b-a4b-it-vs-kimi-k3-1-pro.md)
- [EXAONE 4.5 33B vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/exaone-4-5-33b-vs-kimi-k3-1-pro.md)
- [Gemma 4 12B IT vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/gemma-4-12b-it-vs-kimi-k3-1-pro.md)
- [Gemma 4 26B A4B IT vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/gemma-4-26b-a4b-it-vs-kimi-k3-1-pro.md)
- [Gemma 4 31B IT vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/gemma-4-31b-it-vs-kimi-k3-1-pro.md)
- [Gemma 4 E2B IT vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/gemma-4-e2b-it-vs-kimi-k3-1-pro.md)
- [Gemma 4 E4B IT vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/gemma-4-e4b-it-vs-kimi-k3-1-pro.md)
- [GLM-4.5-Air vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/glm-4-5-air-vs-kimi-k3-1-pro.md)
- [GLM-4.7-Flash vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/glm-4-7-flash-vs-kimi-k3-1-pro.md)
- [GLM-5.3-Flash vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/glm-5-3-flash-vs-kimi-k3-1-pro.md)
- [GLM-5.3 vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/glm-5-3-vs-kimi-k3-1-pro.md)
- [gpt-oss-120b vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/gpt-oss-120b-vs-kimi-k3-1-pro.md)
- [gpt-oss-20b vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/gpt-oss-20b-vs-kimi-k3-1-pro.md)
- [Granite 4.2 30B vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/granite-4-2-30b-vs-kimi-k3-1-pro.md)
- [Granite 4.2 3B vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/granite-4-2-3b-vs-kimi-k3-1-pro.md)
- [Granite 4.2 8B vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/granite-4-2-8b-vs-kimi-k3-1-pro.md)
- [Hy-Memory-30B-A3B vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/hy-memory-30b-a3b-vs-kimi-k3-1-pro.md)
- [Hy3 vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/hy3-vs-kimi-k3-1-pro.md)
- [Inkling-Small vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/inkling-small-vs-kimi-k3-1-pro.md)
- [Inkling vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/inkling-vs-kimi-k3-1-pro.md)
- [InternVL3.5-GPT-OSS-20B-A4B-Preview vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/internvl3-5-gpt-oss-20b-a4b-preview-vs-kimi-k3-1-pro.md)
- [Kimi K3.1 Pro vs Kolibri-1](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-kolibri-1.md)
- [Kimi K3.1 Pro vs Kronos](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-kronos.md)
- [Kimi K3.1 Pro vs Laguna M.1](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-laguna-m-1.md)
- [Kimi K3.1 Pro vs Laguna S 2.1](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-laguna-s-2-1.md)
- [Kimi K3.1 Pro vs Laguna XS 2.1](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-laguna-xs-2-1.md)
- [Kimi K3.1 Pro vs LBS-27B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-lbs-27b.md)
- [Kimi K3.1 Pro vs LFM2.5-2.6B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-lfm2-5-2-6b.md)
- [Kimi K3.1 Pro vs LFM3-1.7B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-lfm3-1-7b.md)
- [Kimi K3.1 Pro vs LFM3-Audio-2B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-lfm3-audio-2b.md)
- [Kimi K3.1 Pro vs LFM3-Omni-2B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-lfm3-omni-2b.md)
- [Kimi K3.1 Pro vs LFM3-VL-2B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-lfm3-vl-2b.md)
- [Kimi K3.1 Pro vs Ling-3.0-tiny](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ling-3-0-tiny.md)
- [Kimi K3.1 Pro vs Ling-3.1-flash-1019](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ling-3-1-flash-1019.md)
- [Kimi K3.1 Pro vs LongCat-2.5](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-longcat-2-5.md)
- [Kimi K3.1 Pro vs MiMo-V2.6 Distill Qwen 9B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-mimo-v2-6-distill-qwen-9b.md)
- [Kimi K3.1 Pro vs MiMo-V2.6-Flash-RL](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-mimo-v2-6-flash-rl.md)
- [Kimi K3.1 Pro vs MiniCPM-o 4.5](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-minicpm-o-4-5.md)
- [Kimi K3.1 Pro vs MiniCPM-V 4.7 1B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-minicpm-v-4-7-1b.md)
- [Kimi K3.1 Pro vs MiniCPM-V 4.7 35B-A3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-minicpm-v-4-7-35b-a3b.md)
- [Kimi K3.1 Pro vs MiniCPM5-2B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-minicpm5-2b.md)
- [Kimi K3.1 Pro vs MiniMax-M2.5](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-minimax-m2-5.md)
- [Kimi K3.1 Pro vs MiniMax-M2.7](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-minimax-m2-7.md)
- [Kimi K3.1 Pro vs MiniMax-M3.1-Flash](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-minimax-m3-1-flash.md)
- [Kimi K3.1 Pro vs Mistral Large 4](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-mistral-large-4.md)
- [Kimi K3.1 Pro vs Muse Glimmer 30B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-muse-glimmer-30b.md)
- [Kimi K3.1 Pro vs Nanbeige4.2-3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nanbeige-4-2-3b.md)
- [Kimi K3.1 Pro vs Nanbeige4.3-33B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nanbeige-4-3-33b.md)
- [Kimi K3.1 Pro vs NVIDIA Nemotron 3.5 Bolt E4B 4GB](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nemotron-3-5-bolt-e4b-4gb.md)
- [Kimi K3.1 Pro vs Nemotron 3.5 Lightning 30B A3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nemotron-3-5-lightning-30b-a3b.md)
- [Kimi K3.1 Pro vs Nemotron 3 Nano 30B A3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nemotron-3-nano-30b-a3b.md)
- [Kimi K3.1 Pro vs Nemotron 3 Nano 4B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nemotron-3-nano-4b.md)
- [Kimi K3.1 Pro vs Nemotron 3 Nano Omni 30B A3B Reasoning](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nemotron-3-nano-omni-30b-a3b-reasoning.md)
- [Kimi K3.1 Pro vs Nemotron 3 Super 120B A12B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nemotron-3-super-120b-a12b.md)
- [Kimi K3.1 Pro vs Nemotron 3 Ultra 550B A55B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-nemotron-3-ultra-550b-a55b.md)
- [Kimi K3.1 Pro vs North Mini Code 1.0](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-north-mini-code-1-0.md)
- [Kimi K3.1 Pro vs occamy-1.0](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-occamy-1-0.md)
- [Kimi K3.1 Pro vs Olmo 3 7B Think](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-olmo-3-7b-think.md)
- [Kimi K3.1 Pro vs Ornith-1.5-122B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ornith-1-5-122b.md)
- [Kimi K3.1 Pro vs Ornith-1.5-35B-A3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ornith-1-5-35b-a3b.md)
- [Kimi K3.1 Pro vs Ornith-1.5-397B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ornith-1-5-397b.md)
- [Kimi K3.1 Pro vs Ornith-1.5-9B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ornith-1-5-9b.md)
- [Kimi K3.1 Pro vs OTel-2.0-LLM-31B-IT](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-otel-2-0-llm-31b-it.md)
- [Kimi K3.1 Pro vs Qwen-AgentWorld-35B-A3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen-agentworld-35b-a3b.md)
- [Kimi K3.1 Pro vs Qwen3-30B-A3B-Instruct-2507](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-30b-a3b-instruct-2507.md)
- [Kimi K3.1 Pro vs Qwen3-4B-Instruct-2507](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-4b-instruct-2507.md)
- [Kimi K3.1 Pro vs Qwen3.5-0.8B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-5-0-8b.md)
- [Kimi K3.1 Pro vs Qwen3.5-122B-A10B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-5-122b-a10b.md)
- [Kimi K3.1 Pro vs Qwen3.5-2B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-5-2b.md)
- [Kimi K3.1 Pro vs Qwen3.5-397B-A17B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-5-397b-a17b.md)
- [Kimi K3.1 Pro vs Qwen3.5-4B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-5-4b.md)
- [Kimi K3.1 Pro vs Qwen3.5-9B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-5-9b.md)
- [Kimi K3.1 Pro vs Qwen3.6-27B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-6-27b.md)
- [Kimi K3.1 Pro vs Qwen3.6-35B-A3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-6-35b-a3b.md)
- [Kimi K3.1 Pro vs Qwen3.8-27B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-8-27b.md)
- [Kimi K3.1 Pro vs Qwen3.8-Flash-Next](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-8-flash-next.md)
- [Kimi K3.1 Pro vs Qwen3-Coder-30B-A3B-Instruct](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-coder-30b-a3b-instruct.md)
- [Kimi K3.1 Pro vs Qwen3-Coder-Next](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-coder-next.md)
- [Kimi K3.1 Pro vs Qwen3-Omni-30B-A3B-Instruct](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-omni-30b-a3b-instruct.md)
- [Kimi K3.1 Pro vs Qwen3-VL-2B-Instruct](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-vl-2b-instruct.md)
- [Kimi K3.1 Pro vs Qwen3-VL-30B-A3B-Instruct](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-vl-30b-a3b-instruct.md)
- [Kimi K3.1 Pro vs Qwen3-VL-32B-Instruct](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-vl-32b-instruct.md)
- [Kimi K3.1 Pro vs Qwen3-VL-4B-Instruct](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-vl-4b-instruct.md)
- [Kimi K3.1 Pro vs Qwen3-VL-8B-Instruct](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwen3-vl-8b-instruct.md)
- [Kimi K3.1 Pro vs Qwopus3.8-27B-Flash-V2](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-qwopus3-8-27b-flash-v2.md)
- [Kimi K3.1 Pro vs Recursive Flint](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-recursive-flint.md)
- [Kimi K3.1 Pro vs Ripple-65B Preview](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-ripple-65b-preview.md)
- [Kimi K3.1 Pro vs SenseNova-Loop-9B-Preview](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-sensenova-loop-9b-preview.md)
- [Kimi K3.1 Pro vs SmolLM3-3B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-smollm3-3b.md)
- [Kimi K3.1 Pro vs Spark-X2.6-4B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-spark-x2-6-4b.md)
- [Kimi K3.1 Pro vs Step 3.7 Flash](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-step-3-7-flash.md)
- [Kimi K3.1 Pro vs Swift 1.5 Qwen3.8-27B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-swift-1-5-qwen3-8-27b.md)
- [Kimi K3.1 Pro vs Swift 1.5 Qwen3.8-Flash-Next](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-swift-1-5-qwen3-8-flash-next.md)
- [Kimi K3.1 Pro vs ThinkingCap (Qwen3.8 27B)](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-thinkingcap-qwen3-8-27b.md)
- [Kimi K3.1 Pro vs Baidu Unlimited-OCR-2](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-unlimited-ocr-2.md)
- [Kimi K3.1 Pro vs WeVisOne-VL-2B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-wevisone-vl-2b.md)
- [Kimi K3.1 Pro vs WeVisOne-VL-4B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-wevisone-vl-4b.md)
- [Kimi K3.1 Pro vs ZAYA1-8B](https://www.anchorterminal.com/compare/kimi-k3-1-pro-vs-zaya1-8b.md)
- [Kimi K3 vs Kimi K3.1 Pro](https://www.anchorterminal.com/compare/kimi-k3-vs-kimi-k3-1-pro.md)

---

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