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Sage-A1.5

LLMsAI Models & LLMsOpen source · Web

Sage-A1.5 is a 35B Mixture-of-Experts model designed by Shanghai AI Laboratory for advanced scientific problem solving. It excels in agentic orchestration, verification, and open scientific discovery, offering robust capabilities for complex task execution.

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Sage-A1.5 screenshot

Sage-A1.5 is a sophisticated 35B Mixture-of-Experts model developed by the Shanghai AI Laboratory. It is designed to enhance long-horizon scientific problem solving through adaptive capability composition. Building upon its predecessor, A1, Sage-A1.5 not only addresses individual tasks but also organizes and revises its approach during execution. This model highlights three primary capabilities: Agentic Orchestration, Verification, and Open Scientific Discovery.

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Agentic Orchestration allows Sage-A1.5 to extend single-agent execution through task delegation and parallel collaboration among subagents with isolated contexts. This enables complex tasks to be decomposed and addressed concurrently, reducing interference across concurrent subagents. Verification Mode strengthens long-horizon reliability through progress checking, evidence validation, and reflective strategy revision, allowing the model to recognize unproductive search paths and pursue alternative approaches. Open Scientific Discovery extends agentic capabilities beyond answering predefined questions to conducting exploratory research, connecting scientific inquiry with interactive analysis and inspectable research artifacts.

Sage-A1.5 is compatible with Hugging Face Transformers, vLLM, and SGLang, supporting function calling and tool integration for seamless interaction with APIs, code interpreters, search engines, and other external tools. It natively supports a 256K context window, extendable to 512K with specific configurations. The model is evaluated across various benchmarks, achieving state-of-the-art results in several categories, including long-horizon search, engineering tasks, and scientific research.

The model is particularly beneficial for developers and enterprises looking to integrate advanced AI capabilities into their workflows. It offers a practical path from long-horizon task execution to collaborative, verifiable, and inspectable scientific exploration. Sage-A1.5's performance is competitive against larger models, making it a highly capable and efficient agentic model.

  • CategoryAI Models & LLMs
  • Pricing ModelOpen source
  • DeploymentCloud
  • PlatformsWeb

  • Agentic Orchestration

  • Verification Mode

  • Open Scientific Discovery

  • Function Calling

  • Tool Integration

  • 256K Context Window

  • Mixture-of-Experts Architecture

  • Scientific Reasoning

  1. Access model page: Visit the Hugging Face repository

  2. Authenticate: Log in to your Hugging Face account

  3. Configure: Set up the model with desired parameters

  4. Send prompts: Interact with the model using API calls

  5. Fine-tune: Adjust the model for specific tasks

  • Scientific Research
  • Engineering Tasks
  • Instruction Following
  • Long-Horizon Search
  • Tool Integration

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