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Description
DeepSeek-V3.2 is a highly optimized large language model engineered to balance top-tier reasoning performance with significant computational efficiency. It builds on DeepSeek's innovations by introducing DeepSeek Sparse Attention (DSA), a custom attention algorithm that reduces complexity and excels in long-context environments. The model is trained using a sophisticated reinforcement learning approach that scales post-training compute, enabling it to perform on par with GPT-5 and match the reasoning skill of Gemini-3.0-Pro. Its Speciale variant overachieves in demanding reasoning benchmarks and does not include tool-calling capabilities, making it ideal for deep problem-solving tasks. DeepSeek-V3.2 is also trained using an agentic synthesis pipeline that creates high-quality, multi-step interactive data to improve decision-making, compliance, and tool-integration skills. It introduces a new chat template design featuring explicit thinking sections, improved tool-calling syntax, and a dedicated developer role used strictly for search-agent workflows. Users can encode messages using provided Python utilities that convert OpenAI-style chat messages into the expected DeepSeek format. Fully open-source under the MIT license, DeepSeek-V3.2 is a flexible, cutting-edge model for researchers, developers, and enterprise AI teams.
Description
Tobs serves as an open-source AI agent plugin for DeepSeek Harness, enabling users to design persistent PersonaBots that have unique roles and maintain conversation histories. These bots come equipped with file-based memory that is inspectable and has a Git version history, allowing them to function seamlessly in both direct and group chat environments. Additionally, they can delegate background tasks, schedule activities, and connect to various platforms such as Slack, Discord, Lark/Feishu, QQ, or personal WeChat. Users can set up a model provider and their credentials within DeepSeek Harness, with Tobs being operable on Windows, macOS, or Linux systems that they oversee. There are also beta companion apps available for iOS and Android, which allow for remote chatting, notifications, and approval mechanisms. For enhanced functionality, optional browser and desktop control tools can be gated by permissions. Typical applications of Tobs include conducting research, writing, programming, transferring tasks, and setting reminders. This tool is ideal for those seeking customizable agents that remember context across different conversations and can interact with authorized files and messaging platforms, providing a more hands-on approach compared to a fully managed hosted agent service. Moreover, the flexibility in configuring the bots allows users to tailor their experience according to specific needs and preferences.
API Access
Has API
No
API Access
Has API
Yes
Integrations
Constellation Gate AI
Yes
DeepSeek
Yes
DeepSeek Harness
No
Discord
No
GitHub
No
Hugging Face
Yes
Lark
No
Lorka
Yes
Ollama
Yes
OpenTag
Yes
Integrations
Constellation Gate AI
No
DeepSeek
No
DeepSeek Harness
Yes
Discord
Yes
GitHub
Yes
Hugging Face
No
Lark
Yes
Lorka
No
Ollama
No
OpenTag
No
Pricing Details
Free
Open source
Free Trial
No
Free Version
Yes
Pricing Details
$0
Tobs is free to use under the MIT license. Model API usage and any hosting costs are separate and depend on the provider or host.
Free Trial
No
Free Version
Yes
Deployment
Web-Based
Yes
On-Premises
Yes
iPhone App
No
iPad App
No
Android App
No
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Deployment
Web-Based
No
On-Premises
Yes
iPhone App
Yes
iPad App
No
Android App
Yes
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
DeepSeek
Founded
2023
Country
China
Website
deepseek.com
Vendor Details
Company Name
BotHarness
Country
Japan
Website
tobs.app/