AI Brief

AI的演進

Machine Learning --> Deep Learning --> Generative AI --> Agentic AI

Artificial Intelligence (AI) Evolution

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Deep Learning (深度學習)

CNN - Convolutional Neural Network（卷積層神經網路）

• Image Classification（影像分類）
• Object Detection（物件偵測）
• Pose Estimation（姿態估計）
• Face Recognition（人臉識別）

GAN - Generative Adversarial Network（生成對抗網路）

• Image Inpainting（修圖）
• Deep Fake（換臉）
• Stable Diffusion（生成圖片/影片）

RNN - Recurrent Neural Network（循環神經網路）

• Text-to-Speech(TTS) : 文字轉語音
• Text-to-Text : Translation(翻譯), Text Generation(文本產生)
• Large Language Model(LLM): ChatGPT, Gemini, Grok

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AI Competitions & Jobs

• Kaggle Competitions

• AI Cup 教育部全國大專校院人工智慧競賽

• AI 人工智慧人才職缺專區

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Generative AI (生成式人工智慧)

Large Language Model (大型語言模型)

• Anthropic : Fable-5 & Mythos-5
• OpenAI : GPT-5.5
• Google : Gemini 3.5
• xAI : Grok4
• DeepSeek v4
• GLM 5.2
• Qwen3.7

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Text-to-Image

• xAI Grok Imagine
• Gemini Nano-Banana
• Nvidia ChronoEdit

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Text-to-Video

Grok Imagine 1.5

SeedDance 2.0

Gemini Omni

LTX 2.3

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AGI - Artificial General Intelligence (通用人工智慧)

Agentic Engineering （代理工程）

Blog: 從 Vibe Coding 到 Agentic Engineering：Karpathy 宣告軟體開發的世代交替

• Prompt Engineering：控制單次回答的指令。
• Context Engineering：控制模型當下能看到的資訊與記憶（如 Karpathy 與 Tobi Lütke 提倡的概念）。
• Harness Engineering：為模型搭建防護欄、工具調用介面與監控環境（Agent = Model + Harness）。
• Loop Engineering：讓 AI 自主進行「觀察–執行–檢查–重試」的自動化循環（如 Karpathy 的 autoresearch 專案）。
• Graph Engineering：當任務太過複雜時，將多個 Agent 或 Loop 組織成一張有向圖（Directed Graph）/ 狀態機。

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AI News

2026

• 2026/07/31 Frontis-MA1: Training an AI4AI Model towards Recursive Self-Improvement in Machine Learning Engineering
• 2026/07/19 Qwen3.8-MAX preview
• 2026/07/14 Kimi K3: Open Frontier Intelligence
• 2026/07/09 GPT-5.6: Frontier intelligence that scales with your ambition
• 2026/06/16 GLM-5.2: Built for Long-Horizon Tasks
• 2026/06/10 DiffusionGemma: 4x faster text generation
• 2026/06/09 Introducing Claude Fable 5 and Claude Mythos 5
• 2026/06/03 Grok Imagine 1.5 Preview
• 2026/06/03 Introducing Gemma 4 12B: a unified, encoder-free multimodal model
• 2026/05/28 Introducing Claude Opus 4.8
• 2026/05/19 Gemini 3.5: frontier intelligence with action
• 2026/05/07 Advancing voice intelligence with new models in the API
• 2026/05/05 Accelerating Gemma 4: faster inference with multi-token prediction drafters
• 2026/04/26 NVIDIA 推出 Nemotron 3 Nano Omni 模型，整合視覺、音訊與語言，打造最高提升 9 倍效率的 AI 代理
• 2026/04/24 DeepSeek V4 Preview Release
• 2026/04/23 Introducing GPT-5.5
• 2026/04/22 Qwen3.6-35B-A3B-FP8
• 2026/04/16 Introducing GPT-Rosalind for life sciences research
• 2026/04/02 Gemma 4: Byte for byte, the most capable open models
• 2026/03/16 V-JEPA 2.1: Unlocking Dense Features in Video Self-Supervised Learning
• 2026/03/16 Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation
• 2026/03/05 Introducing GPT-5.4
• 2026/02/26 MediaTek Research Breeze 3：讓 AI 聽懂台語、說出台味、守護台灣
• 2026/02/16 Qwen3.5：Towards Native Multimodal Agents
• 2026/02/12 GLM-5: From Vibe Coding to Agentic Engineering
• 2026/02/12 MiniMax M2.5: Built for Real-World Productivity
• 2026/02/05 Introducing Claude Opus 4.6
• 2026/02/05 Introducing GPT5.3 Codex
• 2026/01/29 Introducing OpenClaw
• 2026/01/29 Project Genie: Experimenting with infinite, interactive worlds
• 2026/01/28 Moonshot AI開源Kimi K2.5，可自動生成最多100個子代理
• 2026/01/28 RT-2: New model translates vision and language into action
• 2026/01/15 TranslateGemma: A new suite of open translation models

2025

• 2025/12/25 NVIDIA Nemotron 3 Family of Models
• 2025/12/17 Gemini 3 Flash: frontier intelligence built for speed
• 2025/12/11 Introducing to GPT-5.2
• 2025/12/01 DeepSeek-V3.2 Release
• 2025/11/25 Introducing Claude Opus 4.5
• 2025/11/24 Fara-7B: An Efficient Agentic Model for Computer Use
• 2025/11/20 Build with Google Antigravity, our new agentic development platform
• 2025/11/19 SAM 3: Segment Anything with Concepts
• 2025/11/18 A new era of intelligence with Gemini 3
• 2025/11/07 Introducing Nested Learning: A new ML paradigm for continual learning
• 2025/10/21 DeepSeek-OCR: Revolutionary Context Compression Through Optical 2D Mapping
• 2025/10/15 releasing Cell2Sentence-Scale 27B (C2S-Scale)
• 2025/10/07 Introducing the Gemini 2.5 Computer Use model
• 2025/10/05 ChronoEdit:Towards Temporal Reasoning for Image Editing and World Simulation
• 2025/09/30 Sora 2 is here
• 2025/09/30 Enabling Claude Code to work more autonomously
• 2025/09/23 Qwen3-VL：明察、深思、广行
• 2025/09/15 Introducing GPT5-Codex/
• 2025/09/19 xAI Grok 4 Fast
• 2025/09/13 特斯拉發表高精度佔用網路專利！純視覺 AI 強化 FSD 環境建模與停車輔助
• 2025/09/11 Qwen3-Next：迈向更极致的训练推理性价比
• 2025/09/04 Exploring Environments Hub: Your Language Model needs better (open) environments to learn
• 2025/08/28 Introducing gpt-realtime and Realtime API updates for production voice agents
• 2025/08/26 Image editing in Gemini just got a major upgrade
• 2025/08/14 Introducing Gemma 3 270M: The compact model for hyper-efficient AI
• 2025/08/07 Achieving 10,000x training data reduction with high-fidelity labels
• 2025/08/07 Introducing GPT-5
• 2025/08/05 Introducing GPT-OSS
• 2025/07/28 GLM-4.5: Reasoning, Coding, and Agentic Abililties
• 2025/07/21 New approach allows drone swarms to autonomously navigate complex environments at high speed
• 2025/07/09 Grok-4
• 2025/06/22 OpenAI底層AGI技術被曝光！前研究主管豪言：從此再無新範式
• 2025/06/10 Microsoft and China AI Research Possible Reinforcement Pre-Training Breakthrough
• 2025/05/25 Gemini 2.5: Our most intelligent AI model
• 2025/05/21 OpenAI Unites With Jony Ive in $6.5 Billion Deal to Create A.I. Devices
• 2025/05/20 Build with Jules, your asynchronous coding agent
• 2025/05/14 AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithms
• 2025/05/05 OpenAI agrees to buy Windsurf for about $3 billion, Bloomberg News reports
• 2025/04/05 The Llama 4 herd: The beginning of a new era of natively multimodal AI innovation
• 2025/03/25 Introducing 4o Image Generation
• 2025/03/25 Gemini 2.5: Our most intelligent AI model
• 2025/03/12 Introducing Gemma 3: The most capable model you can run on a single GPU or TPU
• 2025/02/27 微軟發展自家多模態模型Phi-4-multimodal，56億參數支援裝置端運作
• 2025/02/19 Accelerating scientific breakthroughs with an AI co-scientist
• 2025/02/19 Introducing Muse: Our first generative AI model designed for gameplay ideation
• 2025/02/18 xAI公布號稱世界最強的Grok 3模型、進階功能DeepSearch，新增SuperGrok訂閱方案
• 2025/02/14 聯發創新基地全面開源MediaTek Research Breeze 2多模態基礎模型群，實現繁中AI助理
• 2025/02/11 NXP Acquires AI Chip Startup Kinara
• 2025/02/06 Large Language Models Self-Discover Reasoning Structures
• 2025/02/02 OpenAI Introducing Deep Research
• 2025/01/31 OpenAI o3-mini: Pushing the frontier of cost-effective reasoning
• 2025/01/27 A shocking Chinese AI advancement called DeepSeek is sending US stocks plunging
• 2025/01/23 OpenAI Introduction to Operator & Agents
• 2025/01/21 Trump announces a $500 billion AI infrastructure investment in the US
• 2025/01/20 DeepSeek-R1 Release
• 2025/01/07 17歲高中生寫出「神級Prompt」強化Claude推理能力媲美o1模型，如何實現？
• 2025/01/05 Huggingface smolagents

2024

• 2024/12/31 Introducing smolagents, a simple library to build agents
• 2024/12/26 Introducing DeepSeek-V3
• 2024/12/20 OpenAI Announces ‘o3’ Reasoning Model
• 2024/12/12 Introducing Gemini 2.0: our new AI model for the agentic era
• 2024/12/09 Google DeepMind AI模型GenCast可提供15天氣象預報，比權威機構還準
• 2024/12/07 A New Scaling Paradigm: Meta’s Llama 3.3 70B Challenges “Death of Scaling Law”
• 2024/12/06 OpenAI為期12 天直播活動！揭示全新產品與功能
• 2024/12/05 Generating Worlds
• 2024/12/04 Genie 2: A large-scale foundation world model
• 2024/11/28 Ai2發表全新AI模型OLMo 2 完全開源性能和Llama有得拚
• 2024/11/25 LazyGraphRAG: Setting a new standard for quality and cost
• 2024/10/24 OpenAI Introducing Canvas
• 2024/10/22 Meta’s SAM 2.1 Explained: Smarter Segmentation and Developer Tools For the Future
• 2024/10/22 Introducing Stable Diffusion 3.5
• 2024/10/13 OpenAI unveils experimental ‘Swarm’ framework, igniting debate on AI-driven automation
• 2024/10/12 OpenAI Researchers Introduce MLE-bench
• 2024/10/04 Meta Movie Gen
• 2024/10/02 Blackforest Labs announcing FLUX1.1 pro and the BFL API
• 2024/10/02 OpenAI DevDay2024
• 2024/09/30 Liquid Foundation Models: Our First Series of Generative AI Models
• 2024/09/25 Llama 3.2: Revolutionizing edge AI and vision with open, customizable models
• 2024/09/19 QQwen2.5: 基础模型大派对！
• 2024/09/17 Nvidia NVLM 1.0: Open Frontier-Class Multimodal LLMs
• 2024/09/17 Pixtral 12B - the first-ever multimodal Mistral model.
• 2024/09/12 Introducing OpenAI o1
• 2024/09/05 OpenAI Co-Founder Raises $1 Billion for New Safe AI Startup
• 2024/08/20 Microsoft Unveils Phi-3.5: Powerful AI Models Punch Above Their Weight
• 2024/08/13 Grok-2 Beta Release
• 2024/07/30 NVIDIA Accelerates Humanoid Robotics Development
• 2024/07/29 Introducing SAM 2: The next generation of Meta Segment Anything Model for videos and images
• 2024/07/25 AI achieves silver-medal standard solving International Mathematical Olympiad problems
• 2024/07/23 Introducing Llama 3.1: Our most capable models to date
• 2024/06/25 Etched is Making the Biggest Bet in AI
• 2024/06/18 Google DeepMind, Harvard Develop AI-Powered Virtual Rat to Study Movement
• 2024/06/12 Announcing the Open Release of Stable Diffusion 3 Medium
• 2024/05/21 New models added to the Phi-3 family, available on Microsoft Azure
• 2024/05/13 Hello GPT-4o
• 2024/04/29 TAIDE團隊釋出Llama 3-TAIDE-LX-8B-Chat-Alpha1模型，具臺灣文化的大型語言模型再升級
• 2024/04/18 Introducing Meta Llama 3
• 2024/03/19 TacticAI: an AI assistant for football tactics
• 2024/03/03 California officials give Waymo the green light to expand robotaxis
• 2024/02/29 Figure Raises $675M at $2.6B Valuation and Signs Collaboration Agreement with OpenAI
• 2024/02/27 Apple cancels plans to build an electric car
• 2024/02/18 Sam Altman’s $7 trillion chip dream: Bold vision or delusional fantasy?
• 2024/02/15 OpenAI Sora: Creating video from text
• 2024/02/15 Our next-generation model: Gemini 1.5
• 2024/01/24 Humanoid Robot for Warehouse Use Ready for Mass Production
• 2024/01/17 AlphaGeometry: An Olympiad-level AI system for geometry
• 2023/12/06 Liquid AI, a new MIT spinoff, wants to build an entirely new type of AI
• 2023/12/06 Introducing Gemini: our largest and most capable AI model
• 2023/12/05 Elon Musk’s AI startup — X.AI — files to raise $1 billion in fresh capital
• 2023/12/05 AI Alliance Launches as an International Community of Leading Technology Developers, Researchers, and Adopters Collaborating Together to Advance Open, Safe, Responsible AI
• 2023/11/30 Audiobox: Generating audio from voice and natural language prompts
• 2023/11/29 Millions of new materials discovered with deep learning
• 2023/11/28 Pika, which is building AI tools to generate and edit videos, raises $55M
• 2023/11/21 GAIA: a benchmark for General AI Assistants
• 2023/11/20 AI finds formula for how to predict monster waves by using 700 years’ worth of data
• 2023/11/09 Levels of AGI: Progress on the Path to Artificial General Intelligence from Google DeepMind
• 2023/10/31 DeepMind：A glimpse of the next generation of AlphaFold
• 2023/08/07 GPTBot: OpenAI releases new web crawler
• 2023/07/18 Meta and Microsoft Introduce the Next Generation of Llama
• 2023/02/24 Introducing LLaMA: A foundational, 65-billion-parameter large language model
• 2022/11/30 Introducing ChatGPT
• 2022/09/02 An A.I.-Generated Picture Won an Art Prize. Artists Aren’t Happy.
• 2021/01/05 DALL·E: Creating images from text

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AI的影響及趨勢

• 2022/01/14 AI人工智慧取代大量人力，工業5.0時代它如何影響我們的生活？

• 2023/04/17 80％的工作會被ChatGPT影響！OpenAI研究指出這12種職業最受衝擊，擔心被取代一定要知道

• 2025/02/19 Accelerating scientific breakthroughs with an AI Co-scientist

• The 2026 AI Index Report / Stanford HAI

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AI的未來

Sequoia AI Ascent 2026: The future of AI

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NVIDIA GTC Taipei 2026 Keynote

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Companion Humanoid

This site was last updated August 02, 2026.