We're excited to announce that Moonshot AI's Kimi K2, one of the most powerful long-context AI models in the world, is now available on Definable AI. This isn't just another AI model—it's a breakthrough in how AI handles massive amounts of information, making it possible to analyze hundreds of pages, entire codebases, and complex research documents in a single conversation.

If you've ever felt limited by AI models that "forget" context after a few pages, or struggled to get coherent answers from documents longer than 20 pages, Kimi K2 changes everything.

What is Moonshot AI's Kimi K2?

Kimi K2 is developed by Moonshot AI, a leading Chinese AI company focused on solving one of the most challenging problems in artificial intelligence: long-context understanding. While most AI models struggle with contexts beyond 30-50 pages, Kimi K2 can process and understand hundreds of pages of text simultaneously—maintaining coherence, making connections, and providing insights that require understanding the complete picture.

Think of it as the difference between an AI that reads one chapter at a time versus one that reads the entire book and understands how everything connects.

Why Long Context Matters

The Problem with Standard AI Models

Most AI models have limited "memory" or context windows. This means:

• They can only process 20-30 pages at once
• They lose track of earlier information in long documents
• They can't connect insights across distant sections
• They give fragmented answers to questions requiring complete understanding

The Kimi K2 Advantage

Kimi K2's extended context window allows it to:

• Process entire books, research papers, or reports in one go
• Maintain understanding across hundreds of pages
• Connect information from page 5 to page 250
• Answer complex questions requiring synthesis of complete documents
• Provide coherent analysis of massive codebases or legal documents

This changes what's possible with AI.

How to Use Kimi K2 on Definable AI

Getting started with Moonshot AI's Kimi K2 takes less than 5 minutes.

Step 1: Login to Definable AI

Visit www.definable.ai and log into your account. If you don't have an account, sign up—it's quick and easy, with a free plan available to get started.

Step 2: Navigate to Chat

Open the chat interface in Definable AI. This is your gateway to all available AI models, including Moonshot AI's Kimi K2.

Step 3: Select Moonshot Models

At the bottom of the chat interface, you'll see the AI model selector. Click on it and navigate to the Moonshot AI section. Here you'll find Kimi K2 listed among the available models.

Select Kimi K2 to activate Moonshot AI's long-context intelligence.

Step 4: Choose Your Topic

Now that Kimi K2 is selected, you're ready to tackle complex, long-context tasks. Let's start with an advanced example that showcases Kimi K2's unique capabilities.

Topic: Create complex agent systems with long context understanding

Prompt:

"I want to create a complex agent system that can handle customer support, data analysis, and automated workflow management. The system needs to maintain context across multiple interactions, understand historical data spanning years, and coordinate between different specialized agents. Explain how to architect this system, what components are needed, how agents should communicate, and how to maintain long-context understanding across the entire system. Include specific implementation strategies and best practices."

What Happens Next

Kimi K2 processes your request with its advanced long-context capabilities and provides:

Comprehensive System Architecture:

• Multi-agent coordination framework
• Context retention strategies across agents
• Communication protocols between specialized agents
• Data flow and state management

Implementation Strategies:

• How to structure agent memory systems
• Long-context storage and retrieval mechanisms
• Inter-agent context sharing protocols
• Scalability considerations for growing systems

Best Practices:

• Context window optimization techniques
• Agent specialization strategies
• Error handling in complex agent interactions
• Performance monitoring for long-running contexts

Technical Details:

• Code examples for agent coordination
• Database schemas for context persistence
• API designs for agent communication
• Testing strategies for complex agent systems

All of this in one coherent response that understands the complete scope of building complex agent systems—something that would require multiple fragmented conversations with standard AI models.

Real-World Use Cases for Kimi K2

‍

‍

1. Academic Research and Literature Reviews

The Challenge:You're writing a research paper and need to synthesize findings from 50+ academic papers, each 20-40 pages long. That's over 1,500 pages of content.

How Kimi K2 Helps:

Upload all research papers to your Definable AI Knowledge Base, then use Kimi K2:

Prompt:"Analyze all uploaded research papers on [topic]. Identify the main research themes, contradictions between studies, methodological approaches, and gaps in current research. Create a comprehensive literature review that synthesizes findings across all papers."

Result: Complete literature review that considers all 1,500 pages simultaneously, identifying connections and contradictions that would be impossible to catch reading papers individually.

2. Legal Document Analysis

The Challenge:Review a 500-page merger agreement with multiple appendices, cross-references, and dependencies between clauses.

How Kimi K2 Helps:

Prompt:"Analyze this complete merger agreement. Identify all financial obligations, their dependencies, potential risks, contradictions between clauses, and clauses that reference other sections. Provide a comprehensive risk assessment."

Result: Holistic understanding of the entire agreement, catching subtle risks where clause 347 creates liability related to an obligation mentioned in clause 23.

3. Codebase Documentation and Understanding

The Challenge:You inherit a 100,000-line codebase across 500 files with minimal documentation.

How Kimi K2 Helps:

Upload the entire codebase to Knowledge Base:

Prompt:"Analyze this complete codebase. Explain the overall architecture, how main components interact, identify the critical data flows, find potential security vulnerabilities, and generate comprehensive documentation for the entire system."

Result: Deep understanding of how everything connects, documentation that explains system-wide patterns, and security insights that require understanding the full context.

4. Business Intelligence and Market Research

The Challenge:You've collected 200 market research reports, competitor analyses, and industry studies totaling thousands of pages.

How Kimi K2 Helps:

Prompt:"Based on all uploaded market research, identify emerging trends, competitive positioning of major players, market gaps, regulatory changes, and strategic opportunities. Provide data-backed recommendations for market entry strategy."

Result: Strategic intelligence that synthesizes insights across hundreds of documents, identifying patterns and opportunities that only become visible with complete market visibility.

5. Medical Case Analysis

The Challenge:A patient with a complex 20-year medical history spanning hundreds of pages of records, tests, and treatments across multiple providers.

How Kimi K2 Helps:

Prompt:"Analyze this patient's complete medical history. Identify patterns in symptom presentation, treatment efficacy, medication interactions, contradictions in diagnoses, and provide a comprehensive health timeline with recommendations for next steps."

Result: Holistic patient understanding that considers the entire medical journey, catching patterns and contradictions that emerge only when viewing the complete history.

6. Financial Analysis and Forecasting

The Challenge:Analyze 10 years of quarterly financial reports (hundreds of pages) to identify trends, risks, and create projections.

How Kimi K2 Helps:

Prompt:"Analyze all quarterly financial reports from 2015-2025. Identify revenue trends, cost structure evolution, seasonal patterns, risk factors, and create 3-year financial projections with supporting analysis."

Result: Deep financial intelligence that understands long-term patterns, correlates events across years, and provides projections grounded in complete historical context.

7. Book Manuscript Editing

The Challenge:You've written a 600-page novel and need feedback on character consistency, plot coherence, pacing, and thematic development.

How Kimi K2 Helps:

Prompt:"Analyze my complete manuscript. Check character arcs for consistency, identify unresolved plot threads, analyze pacing across all chapters, evaluate thematic development, and identify any contradictions or continuity errors."

Result: Comprehensive manuscript feedback that considers the entire work, catching subtle inconsistencies where a character's behavior in chapter 45 contradicts their established personality from chapter 3.

8. Policy and Compliance Documentation

The Challenge:Your organization has 300+ policies, procedures, and compliance documents. Employees need clear answers but don't know which documents contain relevant information.

How Kimi K2 Helps:

Prompt:"Based on all uploaded policy documents, what is our complete policy on [specific topic]? Include all relevant policies, identify any contradictions, and provide a comprehensive answer citing specific documents."

Result: Clear policy guidance that synthesizes information across dozens of documents, identifies contradictions, and provides complete, accurate answers.

Why Kimi K2 Stands Out

Extended Context Window

Kimi K2's massive context window allows it to process and understand hundreds of pages simultaneously—far beyond what standard AI models can handle.

True Understanding, Not Just Retrieval

Kimi K2 doesn't just find relevant sections—it understands how everything connects, making inferences and identifying patterns across the entire document.

Coherent Long-Form Analysis

Responses remain coherent and insightful even when discussing information that spans hundreds of pages, maintaining logical flow and deep understanding.

Complex Problem Solving

Perfect for tasks that require understanding systems, processes, or narratives that unfold across extensive documentation.

‍

Best Practices for Using Kimi K2

1. Upload Complete Documents

Kimi K2 shines when given full context. Upload entire documents, not summaries or excerpts.

2. Ask Synthesis Questions

Don't just ask about specific sections—ask questions that require understanding across the entire document or collection.

Good: "What contradictions exist between the methodology in chapter 3 and the conclusions in chapter 12?"

Better: "Analyze the complete logical flow of the argument from introduction to conclusion, identifying any inconsistencies or gaps."

3. Leverage Cross-Document Analysis

Upload multiple related documents and ask Kimi K2 to find connections, contradictions, and patterns across all of them.

4. Be Specific About Scope

Tell Kimi K2 explicitly that you want analysis considering the complete document or collection.

Example: "Based on the entire 500-page report, not just isolated sections..."

5. Use with Knowledge Base

Combine Kimi K2's abilities with Definable AI's Knowledge Base for persistent, searchable access to your long-context analyses.

Getting Started Checklist

✅ Step 1: Sign up at www.definable.ai

✅ Step 2: Choose your plan (Pro recommended for unlimited Kimi K2)

✅ Step 3: Upload your lengthy documents to Knowledge Base

✅ Step 4: Select Kimi K2 from the Moonshot AI model section

✅ Step 5: Ask complex questions requiring complete document understanding

✅ Step 6: Experience AI that actually understands hundreds of pages at once

The Long-Context Revolution

For too long, AI has been limited by short context windows, forcing users to break documents into chunks, losing coherence, and missing connections that only become visible with complete understanding.

Kimi K2 changes that. With Moonshot AI's breakthrough long-context technology, AI finally works the way it should—understanding complete documents, entire codebases, full research collections, and complex systems in their totality.

And now, it's available on Definable AI alongside all the other tools you need for complete AI-powered productivity.

‍