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How to Design a Production-Grade CAMEL Multi-Agent System with Planning, Tool Use, Self-Consistency, and Critique-Driven Refinement

agentic ai, ai, AI (Artificial Intelligence), Artificial Intelligence, Editors Pick, Staff, Technology, Tutorials

In this tutorial, we implement an advanced agentic AI system using the CAMEL framework, orchestrating multiple specialized agents to collaboratively solve a complex task. We design a structured multi-agent pipeline consisting of a planner, researcher, writer, critic, and rewriter, each with clearly defined responsibilities and schema-constrained outputs. We integrate tool usage, self-consistency sampling, structured validation […]

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Alibaba Qwen Team Releases Qwen3.6-27B: A Dense Open-Weight Model Outperforming 397B MoE on Agentic Coding Benchmarks

agentic ai, ai, AI (Artificial Intelligence), AI Shorts, Applications, Artificial Intelligence, Editors Pick, Language Model, Large Language Model, Machine Learning, New Releases, Open Source, Staff, Tech News, Technology

Alibaba’s Qwen Team has released Qwen3.6-27B, the first dense open-weight model in the Qwen3.6 family — and arguably the most capable 27-billion-parameter model available today for coding agents. It brings substantial improvements in agentic coding, a novel Thinking Preservation mechanism, and a hybrid architecture that blends Gated DeltaNet linear attention with traditional self-attention — all

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A Detailed Implementation on Equinox with JAX Native Modules, Filtered Transforms, Stateful Layers, and End-to-End Training Workflows

ai, AI (Artificial Intelligence), Artificial Intelligence, deep learning, Editors Pick, Machine Learning, Staff, Technology, Tutorials

In this tutorial, we explore Equinox, a lightweight and elegant neural network library built on JAX, and show how to use it. We begin by understanding how eqx.Module treats models as PyTrees, which makes parameter handling, transformation, and serialization feel simple and explicit. As we move forward, we work through static fields, filtered transformations such

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Aging in Place: How Technology Might Help You Grow Old at Home

AARP, age tech, ai, AI (Artificial Intelligence), Artificial Intelligence, Computers and the Internet, devices, Elder Care, Elderly, older adults, Privacy, Robots and Robotics, Start-ups, Technology, tools, United States

The budding field is turning dreams into reality for older adults who are eager to age in place, filling caregiving gaps and easing minds as America ages rapidly.

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Pentagon asks for $54bn in pivot towards AI-powered war

ai, AI (Artificial Intelligence), Artificial Intelligence, Technology, US military, US news, Weapons technology

Budget outlines funding for autonomous drone warfare program as experts say military unprepared for risksThe Pentagon is aiming to increase funding more than a hundredfold for an autonomous drone warfare program, according to budget documents released this week, signalling a major pivot towards AI-powered war.In its 2027 budget, the Pentagon has asked for over $54bn

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Aging in Place: How Technology Might Help You Grow Old at Home

AARP, age tech, ai, AI (Artificial Intelligence), Artificial Intelligence, Computers and the Internet, devices, Elder Care, Elderly, older adults, Privacy, Robots and Robotics, Start-ups, Technology, tools, United States

The budding field is turning dreams into reality for older adults who are eager to age in place, filling caregiving gaps and easing minds as America ages rapidly.

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Next Leap to Harness Engineering: JiuwenClaw Pioneers ‘Coordination Engineering’

agentic ai, ai, AI (Artificial Intelligence), AI Agents, AI Shorts, Applications, Artificial Intelligence, Editors Pick, Generative AI, New Releases, Promote, Software engineering, sponsored, Staff, Tech News, Technology

How to make multiple agents work together like an elite team — autonomously dividing tasks, communicating efficiently, and collaborating seamlessly? The openJiuwen community released the latest version of JiuwenClaw, which adds support for AgentTeam — a multi-agent collaborative capability. It proposes that the next leap beyond Harness Engineering is Coordination Engineering. In in-depth tests, this team

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What is Mythos AI and why could it be a threat to global cybersecurity?

ai, AI (Artificial Intelligence), Artificial Intelligence, Computing, Silicon Valley, Technology

Anthropic’s decision to restrict access to its powerful new model increases fears about the advanced technologyBusiness live – latest updatesAnthropic has ruled out releasing its latest AI model, Mythos, to the public because of the threat it poses to global cybersecurity.However, the US tech startup behind the Claude chatbot confirmed on Wednesday it was investigating

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AI-powered robot beats elite table tennis players

ai, AI (Artificial Intelligence), Artificial Intelligence, Computing, Robots, Science, Sport, Table tennis, Technology

In feat hailed as milestone in robotics, Sony AI’s Ace wins three out of five matches played under official rulesAn AI-powered robot has beaten elite players at table tennis in a landmark achievement for a machine faced with a human athlete in a real-world competitive sport.Named Ace, the robotic system developed by Sony AI, won

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Met police in talks to buy Palantir AI tech for use in criminal investigations

ai, AI (Artificial Intelligence), Artificial Intelligence, Computing, Data protection, London, Metropolitan police, Palantir, Police, Technology, UK news

Exclusive: Internal concerns over allowing US firm linked to ICE and Israeli military to process highly sensitive data The Metropolitan police has held talks with Palantir that could lead to the London force buying the US spy-tech company’s AI technology to automate intelligence analysis for criminal investigations, the Guardian has learned.Palantir, whose software is used

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