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IBM Launches CUGA: An Open-Source AI Assistant with Task Completion Rate Exceeding 60%

IBM has launched the open-source AI assistant CUGA, aimed at automating enterprise workflows and completing more than half of the tasks. This tool helps knowledge workers efficiently handle daily or complex tasks through features such as multi-agent collaboration, API integration, and code generation, supporting secure and customizable personalization.

10.7k 3 hours ago

Multi-Agent Systems Do Not Always Improve Efficiency, Google and MIT Research Reveals the Truth

Research indicates that multi-agent systems exhibit significant performance fluctuations, with task type being a key factor. Centralized architectures perform better in parallel tasks.....

10.9k 4 hours ago

Microsoft Releases Agent Lightning Reinforcement Learning Framework, Claims It Can Train Any AI Agent System

Microsoft Research launches the Agent Lightning reinforcement learning framework, innovatively using a decoupled design to solve AI agent training challenges. The framework abstracts the agent execution process into a unified interface, supporting standardized training for AI agents with different architectures. The accompanying LightningRL algorithm can effectively allocate task rewards. Testing shows that the framework performs well in tasks such as text-to-SQL and RAG question answering, supporting multi-agent collaboration and complex tool calls. Its training-agent separation architecture provides a platform for AI agent training.

9k yesterday

Manus is about to launch the Wide Research feature, ushering in a new era of parallel processing with multiple agents

Manus AI launches Wide Research, enabling multi-agent collaboration for complex tasks like data analysis. This major update, available to premium users ($199/month), features cluster technology coordinating dozens of agents. Founder Ji Yichao will demo the 2-month-developed core feature.....

5.2k 6 days ago

Manus is about to launch the Wide Research feature, ushering in a new era of parallel processing with multiple agents

AI Products

Magentic-UI

A user-friendly multi-agent system for automating web tasks.

Automated workflow

7.2k

Magentic-One

Multi-agent system for solving complex tasks

Agent

9.3k

Models

Gemini 2.0 Flash-Lite

Google

$0.49

Input tokens/M

$2.1

Output tokens/M

Context Length

GPT-4.1 mini

Openai

$2.8

Input tokens/M

$11.2

Output tokens/M

Context Length

Claude 3 Opus

Anthropic

$105

Input tokens/M

$525

Output tokens/M

200

Context Length

Gemini 2.0 Flash

Google

$0.7

Input tokens/M

$2.8

Output tokens/M

Context Length

Claude Haiku 4.5

Anthropic

Input tokens/M

$35

Output tokens/M

200

Context Length

Gemini 2.5 Flash

Google

$2.1

Input tokens/M

$17.5

Output tokens/M

Context Length

Claude Sonnet 4.5

Anthropic

$21

Input tokens/M

$105

Output tokens/M

200

Context Length

Gemini 2.5 Flash-Lite

Google

$0.7

Input tokens/M

$2.8

Output tokens/M

Context Length

qwen3-coder-plus

Alibaba

Input tokens/M

$16

Output tokens/M

Context Length

qwen3-max

Alibaba

Input tokens/M

$24

Output tokens/M

256

Context Length

Kimi-K2

Moonshot

Input tokens/M

$16

Output tokens/M

256

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Grok Code Fast 1

Xai

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$10.5

Output tokens/M

256

Context Length

qwen-vl-max

Alibaba

$1.6

Input tokens/M

Output tokens/M

128

Context Length

GPT-5 mini

Openai

$1.75

Input tokens/M

$14

Output tokens/M

400

Context Length

GPT-5 nano

Openai

$0.35

Input tokens/M

$2.8

Output tokens/M

400

Context Length

Qwen3-235B-A22B-Instruct-2507

Alibaba

Input tokens/M

Output tokens/M

Context Length

GPT OSS 120B

Openai

$0.63

Input tokens/M

$3.15

Output tokens/M

131

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qwen-flash

Alibaba

$15

Input tokens/M

$15

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Context Length

Doubao-Seed-1.6-thinking

Bytedance

$0.8

Input tokens/M

Output tokens/M

256

Context Length

GLM-4.5

Chatglm

Input tokens/M

Output tokens/M

128

Context Length

MCP

Multi Agent Research POC

A local multi-agent research system based on Ollama and BraveSearch, supporting tool calls and collaboration, suitable for AI research tasks.

python

6.1k

2.0points

Empowering the future, your artificial intelligence solution think tank

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