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Claude 4.5 Haiku
The architecture is optimized to handle long contexts and complex multi-agent workflows with minimal latency, making it highly suitable for real-time applications requiring both speed and reliability.
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                                        const Anthropic = require('@anthropic-ai/sdk');

const api = new Anthropic({
  baseURL: 'https://api.ai.cc/',
  authToken: '',
});

const main = async () => {
  const message = await api.messages.create({
    model: 'anthropic/claude-haiku-4.5',
    max_tokens: 2048,
    system: 'You are an AI assistant who knows everything.',
    messages: [
      {
        role: 'user',
        content: 'Tell me, why is the sky blue?',
      },
    ],
  });

  console.log('Message:', message);
};

main();

                                
                                        import asyncio
from anthropic import Anthropic

client = Anthropic(
    base_url="https://api.ai.cc/",
    auth_token="",
)


def main():
    message = client.messages.create(
        model="anthropic/claude-haiku-4.5",
        max_tokens=2048,
        system="You are an AI assistant who knows everything.",
        messages=[
            {
                "role": "user",
                "content": "Hello, Claude",
            }
        ],
    )

    print("Message:", message.content)


if __name__ == "__main__":
    main()
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Claude 4.5 Haiku

Product Detail

✨ Overview: Claude 4.5 Haiku

Claude 4.5 Haiku is Anthropic's cutting-edge lightweight AI model, delivering near-frontier-level capabilities with exceptional speed and cost efficiency. It is engineered to power real-time, interactive applications like advanced chat assistants, intelligent coding tools, and complex multi-agent workflows. Haiku 4.5 significantly enhances AI accessibility by providing state-of-the-art performance at a fraction of the cost and with much lower latency, making advanced AI more attainable for diverse applications.

🚀 Technical Specifications

  • Model Class: Lightweight variant of Claude 4 series
  • Coding Performance: Matches Claude Sonnet 4 with 90% effectiveness in agentic coding tasks.
  • Speed: Up to 2x faster than Sonnet 4.
  • Context Window: Supports very long contexts (e.g., up to 200,000 tokens reported).
  • Output Token Limit: Large max output tokens for extended generation capabilities.

📊 Performance Benchmarks

  • SWE-bench Verified: Achieved a 73.3% score, closely trailing Sonnet 4.5's 77.2%, positioning it as one of the best coding AI models globally.
  • Agentic Coding: Provides robust support for multi-agent orchestration with high responsiveness.
  • Instruction Following: Demonstrates 65% accuracy on slide text generation, outperforming several premium-tier models.
  • Speed & Responsiveness: Operates 4-5x faster than Sonnet 4.5, enabling seamless real-time AI-assisted development.
  • Safety & Alignment: Classified as AI Safety Level 2 with statistically significantly lower misalignment rates compared to Sonnet 4.5 and Opus 4.1.
Claude 4.5 Haiku Performance Benchmarks

Visual representation of Claude 4.5 Haiku's performance.

💡 Key Features

  • High-speed, cost-efficient coding support: Perfect for rapid prototyping, multi-agent coding environments, and collaborative pair programming.
  • Parallel task management: Seamlessly works alongside larger Claude models (e.g., Sonnet 4.5) to efficiently delegate subtasks in complex multi-step workflows.
  • Enhanced real-time interactivity: An ideal choice for dynamic chatbots, responsive customer service AI, and agentic systems demanding instant responses.
  • Advanced reasoning support: Capable of deep problem-solving combined with rapid output generation for intricate challenges.

💲 API Pricing

  • Base Input Tokens: $1.05 (per million tokens)
  • Output Tokens: $5.25 (per million tokens)

🎯 Use Cases

  • Real-time chat assistants and conversational AI services.
  • Customer support automation with low latency responses.
  • AI pair programming and accelerated code generation.
  • Agent orchestration for complex workflows involving multiple AI instances.
  • Rapid prototyping of software with interactive AI support.

💻 Code Sample

While a specific code snippet isn't provided here, developers can integrate Claude 4.5 Haiku via Anthropic's API for various applications. The interaction typically involves sending prompts and receiving AI-generated responses, similar to other large language models.

↔️ Comparison with Other Models

vs Claude 4.5 Sonnet: Haiku 4.5 offers nearly identical coding performance at roughly one-third of the cost and twice the speed. Sonnet 4.5 remains a frontier model with slightly higher accuracy but comes with higher costs and latency.

vs Claude 3.5 Haiku: Haiku 4.5 introduces substantial speed and cost improvements while matching or surpassing the performance benchmarks of its predecessor. It also boasts an AI Safety Level 2 classification with improved alignment and reduced risks.

vs Opus 4.1: Haiku 4.5 is faster, more cost-effective, and safer, demonstrating statistically lower misalignment behaviors. It also outperforms Opus 4.1 in coding tasks and agentic workflow support.

vs GPT-5: Haiku 4.5 is an excellent choice for developers prioritizing speed, cost, and reliability in coding and interactive AI applications. In contrast, GPT-5 is generally suited for scenarios demanding advanced reasoning and multimodal capabilities with flexible configurations.

Claude AI Model Performance Comparison

Comparative performance overview of Claude models.

❓ Frequently Asked Questions (FAQ)

Q: What is Claude 4.5 Haiku AI model?

A: Claude 4.5 Haiku is Anthropic's fastest and most cost-efficient model in the Claude 4.5 series, engineered for quick responses, strong reasoning, and excellent performance across various tasks while maintaining high quality and reliability.

Q: What are the key advantages of Claude 4.5 Haiku?

A: It offers exceptional speed, cost-effectiveness, strong reasoning abilities, reliable performance, quick response times, and efficient resource usage, all while adhering to Anthropic's ethical AI principles.

Q: How fast is Claude 4.5 Haiku compared to other Claude models?

A: As the 'Haiku' variant, it is specifically optimized for speed, typically responding 2-3 times faster than larger Claude models while maintaining excellent quality for most practical applications.

Q: What types of tasks is Claude 4.5 Haiku particularly good at?

A: Claude 4.5 Haiku excels at quick analysis, real-time conversations, content moderation, data processing, customer support, text summarization, and any application requiring fast, reliable responses with strong reasoning capabilities.

Q: Does Claude 4.5 Haiku support multi-turn conversations?

A: Yes, Claude 4.5 Haiku effectively handles multi-turn conversations with strong context retention, making it ideal for chat applications, customer service, and interactive AI experiences.

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