AI ToolsJul 10, 2026, 5:52 PM

OpenAI staffer maps out which of GPT-5.6 Sol's five reasoning levels fits which task complexity

30-second summary

An OpenAI engineer has outlined a practical guide for selecting the appropriate reasoning level in GPT-5.6 Sol, ranging from lightweight to ultra modes, based on task complexity.

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OpenAI staffer maps out which of GPT-5.6 Sol's five reasoning levels fits which task complexity
Key takeaways
  • GPT-5.6 Sol includes five reasoning levels ('Light' to 'xhigh') plus 'Max' and 'Ultra' modes for parallel sub-agent deployment.
  • OpenAI recommends starting with lower reasoning levels and scaling up only when task complexity demands it.
  • The guidance aims to optimize both performance and cost efficiency for users.
  • This reflects a broader industry trend toward flexible, user-controlled AI model configurations.
Full story

OpenAI staff member Vaibhav Srivastav has shared guidance on how to use GPT-5.6 Sol's five reasoning levels effectively. The model offers tiers from 'Light' to 'xhigh,' with additional 'Max' and 'Ultra' modes that leverage multiple sub-agents in parallel. Srivastav advises users to begin with lower reasoning levels and escalate only when necessary, emphasizing cost efficiency and performance optimization.

The reasoning tiers are designed to handle varying task complexities, allowing developers and businesses to balance computational resources with output quality. This approach aligns with OpenAI's broader strategy of providing flexible, scalable AI solutions tailored to specific use cases. The guidance reflects a growing trend in AI model design, where adaptability and user control are prioritized to meet diverse operational needs.

Why this matters
Developers

Provides clear guidance on selecting reasoning modes for optimal performance and cost in GPT-5.6 Sol.

Businesses

Helps organizations balance computational costs with AI model effectiveness for different tasks.

Everyone

Offers practical insights into optimizing AI usage for everyday users.

Glossary
sub-agents
Independent AI processes deployed in parallel to handle complex reasoning tasks.
Sources · 1
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