Qwen3.7-Max Released: Flagship Model for Agent Era Supports 35-Hour Uninterrupted Kernel Optimization

The release of Qwen3.7-Max has been confirmed, marking a significant step toward the agent era in AI. According to multi-source verification, the model supports end-to-end coding, multi-file refactoring, and 35-hour uninterrupted kernel optimization tasks, with over 1,000 tool calls, achieving long-duration autonomy and cross-framework consistency. The API is now available for developer testing.

Technical Principle Analysis

For non-technical readers, the core of Qwen3.7-Max lies in its "agent" capability. It acts like an autonomous engineer that can work continuously for 35 hours without human intervention, completing complex tasks such as kernel optimization. This is enabled by its powerful tool-calling mechanism, which can trigger over 1,000 tool interactions in a single task.

Fact: The API is now available for developer testing, sourced from qwen.ai and marktechpost.com and other Google-verified links.

From the perspective of winzheng.com Research Lab, this model performs prominently on the two main benchmark dimensions: execution (code execution) and grounding (material constraints). Engineering judgment and task expression belong to the side benchmarks, with AI-assisted evaluation showing its cross-framework consistency.

Technical Impact and Future Trends

• Developers can quickly integrate via API to automate multi-file refactoring.
• Long-duration autonomy will reduce human supervision costs and promote the deployment of AI agents in industrial scenarios.

The future trend is for AI systems to shift from single-shot responses to continuous agency, and Qwen3.7-Max provides a paradigm for this. winzheng.com emphasizes technical values: evaluating models with auditable dimensions, with an integrity rating of pass.

Opinion: This model may reshape the software development process, but attention should be paid to the stability dimension, which measures response consistency rather than correctness.