A landmark NVIDIA-funded study (32,000 GPU hours) benchmarks 4 LLMs across 5 agent frameworks on real financial tasks. Claude Code and OpenClaw dominate auditing at 66% accuracy, while ReAct collapses to 20% with the same Sonnet 4.6 backbone. Hermes + Qwen 400B surprises in hedging. But all agents catastrophically fail under temporal regime shifts — exposing surface-level pattern matching, not true reasoning.
一位 MIT 研究生只用 48 小时就攻克了一门陌生课程并通过资格考试,秘诀是把 AI 当成"最严厉的私人导师"。他在 NotebookLM 中上传 6 本教科书和 15 篇论文,然后抛出三个关键问题——核心思维模型、专家争论焦点、能一眼看出真懂还是死背的测试题。AI 时代的学习门槛不再是记忆,而是提问能力与主动性(Agency)。
An MIT grad student passed a qualifying exam in 48 hours by treating AI as a private tutor, not a search engine. Load every textbook into one isolated workspace, then run three prompts: extract the five core mental models, map the fiercest expert debates, and generate ten discriminating questions. Spar with the AI — never ask for answers, only errors.
Leadership has shifted from controlling tasks to orchestrating intelligence. The Executive AI Playbook reframes AI across three pillars — Intelligence, Strategy, Governance — separating the *Thinking Partner* (Claude, for scenarios and assumptions) from the *Doing Engine* (ChatGPT, Beautiful.ai, for drafts and decks). Structure your data into Red, Yellow, and Green zones, then prove ROI on one workflow before scaling.
DeepSeek TUI is an open-source terminal coding agent built around DeepSeek V4, created by patent law student Hunter Bound. It hit GitHub trending with 10K+ stars overnight, offering Claude Code-style functionality at a fraction of the cost. With dual-binary Rust architecture, RLM parallel sub-agents, MCP support, and three safety modes, it's a serious model-native alternative.
Axiom Math is the Silicon Valley startup behind AxiomProver — the AI mathematician that scored a perfect 12/12 on Putnam 2025 — and AXLE, its public Lean 4 verification engine. This guide walks through installing the Python SDK and CLI, configuring API keys and Lean environments, and using `verify_proof` to build verified-AI pipelines where every output carries a machine-checkable proof.
Xiong'an, China's AI-controlled city built from empty farmland in 2017, now houses over 1 million people under a single artificial intelligence brain. Traffic lights, underground pipes, and government services run autonomously through a real-time digital twin. With $120 billion invested and DeepSeek integration added in 2025, Xiong'an isn't just a city — it's a blueprint reshaping urban planning worldwide.
与李光耀对话:AI时代如何生存?他直言——你不是在和AI竞争,而是在和会用AI的人竞争。每天使用它,培养机器无法取代的判断力与责任感。问自己:如果明天我消失了,雇主要多久才能找到替代?学习是唯一可靠的资产。不问会否被淘汰,只问今天做了什么,让明天比今天更有价值。
CORAL is a multi-agent infrastructure where autonomous AI agents continuously explore, evaluate, and improve solutions — not by retraining the model, but by writing to a shared file system of attempts, notes, and skills. Built by MIT, Stanford, and Meta, it runs frozen LLMs inside isolated git worktrees, coordinated through persistent shared memory and a heartbeat protocol that prevents stagnation — intelligence engineered around the model, not inside it.
台湾政治人物郑丽文访问北京中关村与清华附中后深感震撼：大陆已将AI全面融入中小学教育，每位学生拥有专属AI教练；小米工厂不足百人却日产千车；台湾青年在中关村创出纳米医疗独角兽。她感叹两岸政治隔阂让台湾青年错失巨大舞台，直呼「太可惜了！」
