The era of LLM has evolved from prompt engineering to context engineering. How to include the most critical information within a limited number of tokens determines the intelligence performance of the Agent. This article summarizes key strategies such as dynamic retrieval, context compression, and multi-Agent architecture to help build truly usable AI Agents. Original link: … Read more
The AI Agent field in China has entered a new stage of “active competition”. The key to success is no longer just the intelligence level of the model itself, but the ability to translate intelligence into actual actions—specifically, the systematic capability to autonomously complete complex task loops in real business scenarios through tool invocation, workflow … Read more
Click the “Turing Artificial Intelligence” above to select the “Star” public account Get the AI insights you want delivered to you first For academic sharing only, please leave a message for deletion if there is any infringement Introduction The trajectory of scientific discovery is like a brilliant tapestry woven into human history, undergoing a series … Read more
In the field of AI, the discussion on “how to build agents” is intensifying. The two leading teams, Cognition, known for “Devin,” and the emerging giant Anthropic, have published seemingly opposing viewpoints titled “Do Not Build Multi-Agents” and “How We Build Multi-Agent Research Systems” respectively. However, a deeper analysis reveals that the core ideas of … Read more
Last year, OpenAI founder Sam Altman predicted at the first OpenAI Developer Conference that in the future, everyone in various industries could have an AI Agent. Bill Gates also wrote a lengthy blog post about AI Agents, stating that they will fundamentally change the way humans interact with machines and disrupt the entire software industry. … Read more
On November 4, 2025, Amazon filed a lawsuit against the AI startup Perplexity AI, accusing it of illegally accessing Amazon user accounts and disguising AI behavior as human activity through its AI “agent” shopping feature. This lawsuit reveals the potential disputes between mainstream internet platforms and startup AI companies regarding interactions with AI agents. Below … Read more
In July 2024, an AI account named Truth Terminal began autonomously posting on Twitter. It is not a chatbot, not a customer service assistant, and not a program running on a preset script. It has its own wallet address, it receives donations, and it decides how to use those funds. Then, it created a MEME … Read more
AI Agents aregoal-driven, minimally human-intervention autonomous software entities, distinct from traditional static rule automation, AI copilots that require prompts, and analytical tools that only provide insights. They can achieve a shift from passive response to proactive defense through contextual awareness. This article focuses on theirsix core use cases in SOC (automated alert triage, autonomous incident … Read more
In the wave of artificial intelligence, large models like GPT-4 once captivated the world with the image of a “thinking brain”. However, now, AI agents, which can think and act, are rising strongly as “intelligent assistants”, quietly rewriting the way we interact with intelligent technology, from life services to industrial upgrades. 1. AI Agents vs … Read more
Sports AI and Sports AI Agents are not two separate concepts, but rather“basic applications” and“advanced forms” that are interrelated—— Sports AI Agents are an integrated and upgraded version of Sports AI with core differences focused on“autonomy” and“systemic synergy”, which will be visually presented through“definitions+ core dimension comparisons+ evolutionary logic” to illustrate the connections and differences … Read more