stem

"CrewAI is the most widely used multi-agent framework as of 2026."

"Have you seen platforms like Moltbook or Agent Concourse where AI systems interact directly with each other?"

"By simply entering a website URL, the AI instantly analyzes the market price, requirements, and risks of development."

"This article lists 5 key security patterns for robust AI agents and highlights why they matter."

""Currently, the business system, which alone exceeds 300,000 lines, has reached test operation.""

"I wrote a detailed Medium post that walks through the full architecture, the way I'd explain it in an interview."

"Windows 12 will be a modular operating system, which means users can choose to add or remove features, designed to provide greater flexibility."

"Windows 12 is expected to be released in 2026 as a completely modular, partially subscription-based, and AI-focused OS."

"When the same pattern appears 3+ times, a new behavioral directive is auto-generated and written to the agent's active rule set"

"This article introduces the rules that the system imposes on the AI."

"In the second half of the AI endurance race, the key to victory lies in the density of data, the breadth of scenarios, and the depth of user experience."

"In this paper, we introduce EmCoop, a benchmark framework for studying cooperation in LLM-based embodied multi-agent systems."

"DIG makes emergent collaboration observable and explainable for the first time, enabling real-time identification, explanation, and correction of collaboration-induced error patterns directly from agents' collaboration paths."

"Incident: Elevated errors in claude.ai, cowork, platform, claude code"

"Meizu will suspend the self-developed domestic mobile phone hardware projects and is actively contacting third-party hardware partners, while the original business will not be affected."

"Zenith's core is the design where "type information determines the structure of the grammar.""

"ReLand is designed to solve the problem of high computational cost by building a reasoning pool by performing LLM Inference only on a few seed users, and reusing the results for other general users through vector search, thereby drastically compressing the cost while demonstrating high effectiveness and scalability."

"I’m working on a Computing Systems for Machine Learning project and would really appreciate suggestions for high-impact, implementable research papers that we could build upon."

"The basic thesis statement is that a self-replicating thing doesn’t have to be very smart to cause major problems."

"Our experimental evaluation across three domains-recommendation systems, virtual assistants, and adaptive learning platforms-demonstrates that dynamic personalization improves user satisfaction by 15-23% compared to static methods while maintaining computational efficiency."

"We are addressing these challenges to maximize the use of company resources and mass-produce ML systems that continuously provide value."

"Overall, I think it went not so good, the hardest part was not ML itself but discussing particular difficulties and edge cases of the product."

"I wrote a system prompt that hands the whole process off to Claude."

"System messages represent instructions or other guidance about how the assistant should behave."

"Each model received the accumulated work of its predecessors and was asked: "Can you make this better?""

"The biggest problem microservices create isn't technical complexity. It's the loneliness of 'being the only person who knows the whole picture.' AI can structurally solve that loneliness."

"If you're using ChatGPT, Claude, Mistral, or any 7B+ transformer, the way you frame your system prompt is measurably changing the model's generation dynamics — not just steering the output topic."

"This prompt collection is designed to comprehensively cover each perspective of system design, including system method design, architecture design, functional design, data design, interface design, and non-functional design, in order to quickly and high-quality complete the design documents."

"In this method, AI is separated into the following five independent roles: PM/Scrum Master, Coding Agent, Code Reviewer, System Auditor, and User/Operational Support."