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2 changes: 2 additions & 0 deletions .github/workflows/docker.yml
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Expand Up @@ -6,13 +6,15 @@ on:
- main
- master
- update-mcp-server
- ai-bankofai-patch-1
tags:
- 'test'
pull_request:
branches:
- main
- master
- update-mcp-server
- ai-bankofai-patch-1
workflow_dispatch: # Intentionally unrestricted — allows manual builds from any branch for flexibility

env:
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48 changes: 48 additions & 0 deletions docs/llmservice/models/deepseek-v3.2.md
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# DeepSeek-V3.2

## Overview

**DeepSeek-V3.2** is a **reasoning-first** large language model launched by DeepSeek AI, specifically built for **Agentic scenarios**. By implementing the innovative **DeepSeek Sparse Attention (DSA)** mechanism, it achieves exceptional computational efficiency while demonstrating superior performance in complex tasks and autonomous agent capabilities.

---

## 🚀 Key Features

* **Leading Reasoning Capabilities**: DeepSeek-V3.2 excels across multiple benchmarks, particularly in **Agentic Capabilities**. Its **Thinking Mode** provides high-tier performance in coding and logic tasks, comparable to top-tier models in the industry.
* **DeepSeek Sparse Attention (DSA)**: Optimizes long-context reasoning speed and efficiency, allowing for faster response times even with massive inputs.
* **Optimized for Agents**:
* **Environment Simulation**: Trained on 1,800+ diverse environments.
* **Complex Instruction Following**: Refined with 85k+ sophisticated instructions.
* **Native Tool Integration**: Supports seamless tool calling in both Thinking and non-Thinking modes.
* **Massive Context Support**: Features a **164K token context window**, making it ideal for processing ultra-long documents and multi-turn interactions.

---

## 💡 Best Use Cases

1. **AI Agent Development**: Building autonomous agents capable of complex planning, multi-step execution, and external tool utilization.
2. **Advanced Coding Assistance**: Providing deep support for software architecture, code review, and automated programming.
3. **Long-Form Text Analysis**: Efficiently processing legal documents, research papers, and technical manuals.
4. **Complex Problem Solving**: Delivering high-quality solutions for tasks requiring deep logical reasoning and chain-of-thought analysis.

---

## 📊 Capabilities and Limitations

| Capability | Detailed Description |
| :--- | :--- |
| **Reasoning Ability** | **Extremely Strong**. Excels in logical chains and Agent task planning. |
| **Creative Ability** | **Strong**. Proficient in code generation and complex task-flow design. |
| **Multimodal Ability** | Primarily text-based; achieves multimodal tasks via Agent frameworks. |
| **Context Window** | **164K Tokens** (Supports massive document ingestion) |
| **Max Output** | **164K Tokens** (Industry-leading generation limit) |

---

## 💰 Credits and Pricing

> **Note:** Consumption is calculated per 1,000 Tokens.

| Model | Input (Credits/1K Tokens) | Output (Credits/1K Tokens) |
| :--- | :---: | :---: |
| **DeepSeek-V3.2** | `0.27` | `0.42` |
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# DeepSeek-V3.2

## 概述

**DeepSeek-V3.2** 是由 DeepSeek AI 推出的**推理导向型 (Reasoning-first)** 大语言模型,专为 **智能体 (Agent)** 场景量身打造。该模型通过创新的 **DSA (DeepSeek Sparse Attention)** 稀疏注意力机制极大优化了计算效率,在复杂任务处理与自主代理能力上表现卓越。

---

## 🚀 核心特性 (Key Features)

* **顶尖推理性能**:在多项基准测试中表现出色,尤其在 **Agentic Capabilities** 方面。其“思维模式 (Thinking mode)”在编程任务中可比肩顶级模型。
* **DSA 稀疏注意力机制**:引入自主研发的 **DeepSeek Sparse Attention (DSA)**,显著提升长上下文推理的效率与响应速度。
* **深度优化 Agent 场景**:
* **海量环境模拟**:覆盖 1800+ 虚拟环境。
* **复杂指令遵循**:基于 85k+ 复杂指令进行强化训练。
* **原生工具集成**:支持在“思考”与“非思考”模式下直接调用外部工具。
* **超长上下文支持**:具备 **164K tokens** 的上下文窗口,可轻松驾驭海量信息处理。

---

## 💡 最佳应用场景 (Best Use Cases)

1. **AI Agent 开发**:构建具备复杂规划、多步执行及自主工具调用能力的智能体。
2. **高级代码辅助**:深度参与软件架构设计、代码审查及自动化编程任务。
3. **长文本分析**:高效处理法律文档、科研论文及技术手册等超长文本。
4. **深度逻辑推理**:解决需要严密逻辑链条的高难度科研或业务问题。

---

## 📊 技术指标与能力边界 (Capabilities & Limitations)

| 能力维度 | 详细描述 |
| :--- | :--- |
| **推理能力** | **极强**。擅长复杂逻辑链、Agent 任务规划。 |
| **创作能力** | **强**。精通代码生成、文案创作及复杂的任务流设计。 |
| **多模态能力** | 以文本为主,可通过 Agent 框架协同多模态工具实现。 |
| **上下文窗口** | **164K Tokens** (支持超长文本输入) |
| **最大输出** | **164K Tokens** (单次生成上限极高) |

---

## 💰 计费与抵扣说明 (Credits & Pricing)

> **注意:** 消耗以每 1,000 Tokens 为基准进行折算。

| 模型名称 | 输入 (Credits/1K Tokens) | 输出 (Credits/1K Tokens) |
| :--- | :---: | :---: |
| **DeepSeek-V3.2** | `0.27` | `0.42` |
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Expand Up @@ -196,6 +196,7 @@ const sidebars = {
'llmservice/models/claude-opus-4-6',
'llmservice/models/claude-sonnet-4-5',
'llmservice/models/claude-sonnet-4-6',
'llmservice/models/deepseek-v3.2',
'llmservice/models/gemini-3-1-pro',
'llmservice/models/gemini-3-flash',
'llmservice/models/glm-5',
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2 changes: 1 addition & 1 deletion package.json
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@@ -1,6 +1,6 @@
{
"name": "@x402-tron/docs",
"version": "1.2.4",
"version": "1.2.5",
"description": "x402-tron documentation",
"license": "MIT",
"scripts": {
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1 change: 1 addition & 0 deletions sidebars.js
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Expand Up @@ -193,6 +193,7 @@ const sidebars = {
'llmservice/models/claude-opus-4-6',
'llmservice/models/claude-sonnet-4-5',
'llmservice/models/claude-sonnet-4-6',
'llmservice/models/deepseek-v3.2',
'llmservice/models/gemini-3-1-pro',
'llmservice/models/gemini-3-flash',
'llmservice/models/glm-5',
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