North-ML1/starlight-mini

TEXT GENERATIONPricing:Input $0.4 / Cached $0.08 / Output $0.8Concurrent Unit Cost:1Model Size:7.6BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Jan 31, 2026Architecture:Transformer Featherless Exclusive Cold

North-ML1/starlight-mini is a 7.6 billion parameter language model developed by North ML, fine-tuned for text generation. This model is specifically optimized for coding tasks, achieving 60-65% on the SWE-Benchmark. It is designed for general text generation and conversational applications, offering a compact solution for local device deployment.

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Model Overview

North-ML1/starlight-mini is a 7.6 billion parameter language model developed by arthu1 at the AI branch of North ML. This model has been fine-tuned to achieve 60-65% on the SWE-Benchmark, indicating its proficiency in software engineering tasks. It is released under an MIT License.

Key Capabilities

  • Code Generation: Demonstrates a 60-65% success rate on the SWE-Benchmark, making it suitable for assisting with coding challenges.
  • Text Generation: Capable of general text generation and conversational interactions.
  • Compact Size: With 7.6 billion parameters, it offers a relatively smaller footprint compared to larger models like Claude Haiku 3.5 (100B parameters), while still providing useful intelligence.

Use Cases

  • Local Deployment: Designed for use on local devices, providing flexibility for developers.
  • Text Generation Needs: Suitable for various text generation applications.
  • Coding Assistance: Can be utilized for tasks requiring code generation or problem-solving, given its SWE-Benchmark performance.