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  2. /Model
  3. /MoonshotAI
  4. /kimi-k3 / file-analysis
MoonshotAI
kimi-k3 / file-analysis
ChatDocumentation
Documentation
ai kimi k3 is Moonshot AI's premier reasoning model, utilizing reinforcement learning for deep logic. With a 128k context window and 94.5% MATH score, it excels at coding and complex multi-step problems for developers using the ai kimi k3 API.

$ 2.7
$ 3

$ 13.5
$ 15

file

text

$ 2.7
$ 3

file

$ 13.5
$ 15

text

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Key Features of the ai kimi k3 Model

Explore the advanced capabilities of ai kimi k3, from its 94.5% MATH score to its expert-level coding logic and long-context ai processing.

Elite Coding Performance

With a Codeforces rating at Expert level, ai kimi k3 excels at debugging complex algorithms and refactoring legacy code.

ai kimi k3 coding

128k Long-Context Window

Process entire technical manuals with ai kimi k3. Its high-fidelity retrieval ensures no data is lost in large datasets.

ai kimi k3 context

SOTA Math Benchmarks

Scoring 94.5% on the MATH benchmark, ai kimi k3 is one of the world's most capable ai tools for quantitative analysis.

ai kimi k3 math

Advanced ai Reasoning Logic

The ai kimi k3 uses RL-driven Chain-of-Thought to solve multi-step problems, verifying every logic step before final output.

ai kimi k3 logic

How to Get a kimi-k3 API Key

Getting a kimi-k3 API key takes four steps and a few minutes. Create a free GPTProto account, add credits, generate your key, and make your first call — at $2.7 / $13.5 it's a cheaper kimi-k3 API key than going direct, and one key works across every model on the platform. Full kimi-k3 Documentation is in the docs.

Sign up

Sign up

Create your free GPT Proto account to begin. You can set up an organization for your team at any time.

Top up

Top up

Your balance can be used across all models on the platform, including kimi-k3, giving you the flexibility to experiment and scale as needed.

Generate your API key

Generate your API key

In your dashboard, create an API key — you'll need it to authenticate when making requests to kimi-k3.

Make your first API call

Make your first API call

Use your API key with our sample code to send a request to kimi-k3 via GPT Proto and see instant AI-powered results.

Get API Key

ai kimi k3 FAQ: Reasoning and API Usage

Find answers about ai kimi k3 integration, performance benchmarks, and how this reasoning model compares to other ai solutions on our platform.

How does ai kimi k3 handle reasoning tasks?

The ai kimi k3 uses Reinforcement Learning to generate internal Chain-of-Thought sequences. This allows the ai to verify its own logic before providing an answer, making it exceptionally reliable for multi-step math and coding problems compared to standard ai models that predict the next token without internal verification.

Is ai kimi k3 compatible with OpenAI's API?

Yes, ai kimi k3 is built for native compatibility. You can use it as a drop-in replacement by updating your base URL and model name to ai kimi k3. It supports standard ChatCompletions parameters, including JSON mode and streaming, making it easy to integrate into your existing ai software ecosystem without major code changes.

What is the context window for ai kimi k3?

The ai kimi k3 offers a massive 128,000-token context window. This allows the ai to process extensive documentation, legal contracts, or large codebases without the common 'lost in the middle' retrieval issues seen in other ai models. This high-fidelity ai context management is a hallmark of Moonshot AI's development expertise.

Why is the latency higher for ai kimi k3?

Because ai kimi k3 is a reasoning model, it spends several seconds 'thinking' through a hidden Chain-of-Thought before outputting text. This ai process ensures much higher accuracy for complex queries. While the time-to-first-token is higher than a standard ai, the quality of the reasoning output is significantly superior for logic tasks.

Can ai kimi k3 be used for creative writing?

While ai kimi k3 is a powerful ai, its RL-tuning prioritizes logic, math, and coding precision. This often results in a more formal or rigid tone. For creative prose, you might prefer other ai models optimized for style, but for technical documentation and structured logical analysis, ai kimi k3 is an ideal ai choice.

How does ai kimi k3 pricing work on GPTProto?

Our platform offers ai kimi k3 at competitive rates: $2.00 per 1M input tokens and $8.00 per 1M output tokens. This pricing includes the reasoning tokens generated during the 'thinking' phase, making this ai model roughly 30-50% more cost-effective than similar high-end reasoning ai alternatives like OpenAI o1-preview.

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