AI Agent

Vibe Coding is merely the starting point of a software production revolution; the next stage is the software factory—a new engineering paradigm where multiple AI agents collaborate and validate outputs using correctness benchmarks, with memory and skills becoming the core units of collaboration.

NVIDIA today launches Nemotron 3 Ultra, a 550B-parameter open model built on the same architecture as Nemotron 3 Super, optimized for long-running AI agents. It employs LatentMoE to quadruple the number of experts at the same inference cost, introduces multi-token prediction to boost single-user inference speed, and is released under the Linux Foundation’s Open MDW license to enable enterprise deployment.

Fivetran’s CPO argues that *not* becoming the System of Record is the winning strategy: in the AI-agent-driven era, closed data silos will be bypassed, and truly open, interoperable modern data infrastructure (e.g., Iceberg + multi-engine querying) is the only sustainable path.

AI Agent 时代需要新的设备形态，vivo X Fold 系列通过「原子工作台」实现任务流整合。

Sahil Lavingia demonstrates through Gumroad that a one-person company can operate efficiently with AI, achieving $20M revenue with only three engineers, by hiring sales first and letting AI replace traditional CEO roles.

OpenAI is integrating Codex with ChatGPT into a unified intelligent agent platform, delivering a seamless experience across desktop, mobile, and browsers, with persistent cloud execution and autonomy to automate tasks in Excel, Slack, PowerPoint, and beyond.

GitHub launches cloud and local sandboxes for Copilot to safely run agentic workflows and enables enterprise teams to centrally manage security policies, enhancing code isolation and control.

The author developed an open-source AI skill that automatically scans and cleans computer junk files, replacing a $120 paid software, achieving over 120GB cleanup for both Mac and Windows systems.

Step 3.7 Flash by Yujue Star is a new-generation Flash model for production-grade AI Agents, featuring native multimodal understanding, high throughput with low latency, and enhanced web search. It achieves 97% of Claude Opus 4.6's coding performance at only 1/9 the cost per task, ideal for high-frequency, complex real-world workflows.

AI agents do not reduce engineers' need to understand systems; instead, they elevate requirements for judgment and foundational knowledge.

Data science has entered the 'Agentic Era,' shifting the focus from manual procedural execution to the evaluation and supervision of autonomous AI agents. These agents use a 'Perceive-Reason-Act-Evaluate' loop to handle data cleaning, EDA, and tuning, evolving the data scientist's role from an executor of 'how' to a decision-maker of 'whether'.

Indie developer Tw93 manually handled support for Mole Mac's early users to gather authentic feedback, advising against premature AI Agents or backend systems. He argues engineers should prioritize core features over infrastructure, practice restraint via clear roadmaps, and maintain human trust as a key differentiator in the AI era.

Rider 2026.2 EAP 3 introduces AI agent test coverage skills that reduce token consumption by 50% using built-in coverage data, adds code change preview functionality, game development templates, and improved NuGet management experience.

NVIDIA released Nemotron 3 Ultra, a 550B MoE open model for long-running agents, offering 5x faster inference and 30% lower costs.

This article analyzes the widespread low quality of current AI agents, revealing the key differences between demos and products through a 4-level maturity framework.

OPC (One-Person Company) is not a foreign concept but a Chinese-originated term, evolving from 'individual household' to 'super individual' to 'one-person company', reflecting continuous packaging and marketing of personal entrepreneurship models, essentially providing identity recognition and psychological comfort for middle-aged unemployed individuals.

GitHub launches a new suite of agent development tools including Copilot App, CLI, SDK, and sandboxing, enabling developers to build and manage AI agents directly on the GitHub platform.

The perceived stability of big tech companies is being disrupted by AI advancements. By 2026, all major Chinese tech firms will face restructuring risks. Professionals should prepare for entrepreneurship or transition by learning AI Agents and building personal brands.

HeyGen demonstrates an AI-powered video automation workflow where a standardized system enables an AI agent to generate weekly market update videos, including script generation, A-roll creation via HeyGen CLI/MCP, and HyperFrames template updates, enabling efficient and consistent content output.

Google is improving the Android CLI toolchain to make it more agent-friendly, marking an important shift toward automation and intelligence in Android development tools.

Google DeepMind released Science Skills, an open-source toolkit providing standardized agent interfaces for genomics, structural biology, and literature search to accelerate scientific AI workflows.

AnthropicAI's workshop demonstrates how to build long-running AI agents that avoid failure within seconds, enabling operation over hours.

AI agents are transforming bot traffic from 'junk' to 'value' by browsing and purchasing on behalf of humans, necessitating a shift from visual-centric to structured-data-centric web design.

通过调试GPT-image-2提示词，发现简洁风格减少了AI味，更适配AI Agent产品，增加了推理空间。

Meta's enterprise AI Agent launch signals B2B SaaS shifting from tools to full-business automation, with platform giants reshaping competition.

Cognition Labs launches Devin Desktop, a development tool designed to manage local and cloud AI agents from a single interface, supporting the full code development lifecycle within the editor.

HeyGen's HyperFrames tool generates a frame-by-frame contact sheet before final rendering, enabling review of layout, visuals, and timing; an AI agent flagged one item for review, which was approved, allowing the project to proceed.

Replit introduces a Shopify integration, enabling developers to quickly create custom storefronts, but the information density is low and lacks technical depth.

Mindverse completed its Series A funding round led by Meituan, raising a total of $50 million to develop continuously learning AI Agent models, though the article lacks technical depth and focuses mainly on news reporting.

This article previews AIDONE Vol.5, co-hosted by vivo and ifanr, focusing on the evolution of personal terminals in the AI era. It argues that smartphones, with their cameras, microphones, and user context, are better suited than PCs as AI entry points for daily life, announcing an industry forum on June 10 in Guangzhou.