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A graphic showing the new features of the DeepSeek V3.1-Terminus update, including Thinking Mode, Non-Thinking Mode, and upgraded Code and Search Agents.

DeepSeek V3.1-Terminus Update: ‘Thinking’ vs. ‘Non-Thinking’ Modes Explained

Posted on September 22, 2025

A new, powerful update for DeepSeek AI is here: V3.1-Terminus. If you’re new to AI, the technical talk can be confusing, but this update actually makes the AI more helpful and easier to understand.

Let’s break down exactly what’s new, what it does, and why it’s a big deal.

The Big Idea: One AI, Two Different “Brains”

The most important change is that the AI now has two different ways of operating: “Thinking Mode” and “Non-Thinking Mode.”

Think of it as the difference between getting a quick, straight answer and having someone “show their work” for a complex problem.

1. Non-Thinking Mode (deepseek-chat)

  • What it is: This is your fast, everyday helper, perfect for direct answers and brainstorming. It’s like getting an immediate, confident answer from a friend.
  • When to use it: Asking for quick facts, writing emails, brainstorming ideas, or summarizing text.

2. Thinking Mode (deepseek-reasoner)

  • What it is: This is the new, super-smart problem-solver. It uses a “Chain-of-Thought” (CoT) method to “think” step-by-step, showing you how it got an answer. This is like a math teacher showing their work on a blackboard, making it more accurate for difficult problems.
  • When to use it: Solving complex math or logic problems, writing or debugging computer code, or detailed project planning.

What Else Got Better? (The Fixes & Improvements)

The update also includes key fixes:

  • Better Language Consistency: No more random, weird mix-ups of Chinese and English in the middle of a sentence.
  • Upgraded “Agents”: An “Agent” is just the AI’s ability to use a tool. The Code Agent (for writing and fixing programs) and Search Agent (for browsing the internet) got massive upgrades.

How Do We Know It’s “Smarter”?

The company’s report card (called a “benchmark”) shows the improvements. You don’t need to know the test names, just what they measure:

  • BrowseComp (Web Browsing): The score jumped from 30.0 to 38.5, meaning it’s much better at finding info on websites.
  • SWE-bench (Fixing Code): The score improved from 66.0 to 68.4, showing it’s more reliable at fixing software bugs.
  • Terminal-bench (Using a Computer): The score went from 31.3 to 36.7, making it a more capable technical assistant.

Key Takeaways for You

  1. Two Tools in One: You get a “fast mode” for quick chats and a “smart mode” for tough problems.
  2. More Reliable: The AI is better at sticking to one language and showing its work, so you can trust its answers more.
  3. A Better Assistant: With upgraded Search and Code agents, the AI is now a much more capable helper for browsing the web or building software.

In short, the DeepSeek V3.1-Terminus update makes the AI more powerful, transparent, and useful as a real-world tool.

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