Section 06 · Understand the AI Era
🧭Understand the AI Era
As essential knowledge and a guide for living
6 / 6 published47 articles
A foundational layer covering how AI works, vendor news, economics, policy, ethics, and career strategy.
— Foundations
1How AI Works▸
LLMs, transformers, and types of AI
11 articles · 4 groups
How AI Works▸
LLMs, transformers, and types of AI
— ざっくり理解3 articles ▸
i
What Is AI in the First Place? The Difference Between Machine Learning, Deep Learning, and Generative AI
★ Start hereAI Navigate Original·3/17/2026
iiIntroduction to the Mechanics of Generative AI: Roughly Understanding LLMs, Transformers, and Tokens to Use Them Effectively
AI Navigate Original·3/17/2026
iiiAI Glossary: Prompt, RAG, Fine-Tuning, and Agents
AI Navigate Original·3/17/2026
— 仕組み深掘り3 articles ▸
iv
Tokens and the Context Window: The Root Concepts of Billing and Limits
AI Navigate Original·4/27/2026
vTransformer Mechanism Illustrated: Learning the LLM Core from Attention
AI Navigate Original·4/27/2026
viTraining, Inference, Fine-Tuning: 3 Stages Broken Down for Beginners
AI Navigate Original·4/27/2026
— 周辺技術2 articles ▸
— 限界と未来3 articles ▸
ix
Why Hallucination Happens: Principles and Mitigation
AI Navigate Original·4/27/2026
xAI and Probability: Meaning and Selective Use of Temperature, top-p, top-k
AI Navigate Original·4/27/2026
xiThe Path to AGI: A Gentle Overview of Each Company's Approaches and Our Current Position
AI Navigate Original·3/17/2026
— PracticeRead in parallel
2Vendors & Latest News▸
Moves by OpenAI, Anthropic, Google, Meta, and Chinese players
6 articles · 3 groups
Vendors & Latest News▸
Moves by OpenAI, Anthropic, Google, Meta, and Chinese players
— 全体地図1 articles ▸
— 大手 4 社4 articles ▸
ii
OpenAI's Moves: The Outlook for ChatGPT / GPT-5 Line
AI Navigate Original·5/16/2026
iiiAnthropic's Moves: Claude's Development Philosophy
AI Navigate Original·5/16/2026
ivGoogle's Moves: The Fusion of Gemini and Search
AI Navigate Original·5/16/2026
vMeta / Open-Source Camp: Llama and Open Models
AI Navigate Original·5/16/2026
3AI Economy & Market▸
Stocks, investment, semiconductors, data centers, and power
5 articles · 3 groups
AI Economy & Market▸
Stocks, investment, semiconductors, data centers, and power
— 市場全体1 articles ▸
— インフラ経済2 articles ▸
4Society & Policy▸
EU AI Act, national regulations, lawsuits, and politics
8 articles · 4 groups
Society & Policy▸
EU AI Act, national regulations, lawsuits, and politics
— 各国の規制3 articles ▸
ii
EU AI Act Complete Guide: Scope, Risk Tiers, What Japanese Firms Should Do
AI Navigate Original·4/27/2026
iiiJapan AI Regulation Watch: Guidelines, Copyright, Pharma Law, Finance
AI Navigate Original·4/27/2026
ivUS-China AI Geopolitics and Sovereign AI: Export Controls, Domestic Models, National Strategies
AI Navigate Original·4/27/2026
— 法的論点3 articles ▸
v
Copyright and AI 101: A Gentle Guide to Rights in Generated Outputs and Legal Issues in Training Data
AI Navigate Original·3/17/2026
viPersonal Data Protection: GDPR / APPI and the Practice of AI
AI Navigate Original·3/17/2026
viiGenerative AI and Litigation Trends 2026: NYT / Getty / RIAA
AI Navigate Original·4/27/2026
— フレームワーク1 articles ▸
— Advanced
5Ethics & Risk▸
Bias, privacy, deepfakes, and AGI risk
5 articles · 3 groups
Ethics & Risk▸
Bias, privacy, deepfakes, and AGI risk
— 全体像1 articles ▸
— 攻撃と防御3 articles ▸
ii
Prompt-Injection Offense and Defense: Attack Cases and Defense Patterns
AI Navigate Original·4/27/2026
iiiDeepfake Countermeasures: Detection, Watermarking, Organizational Rules
AI Navigate Original·4/27/2026
ivAI Agent Privilege Design: Least Privilege, Sandbox, Human Approval
AI Navigate Original·4/27/2026
6Career & Life Strategy▸
The future of work, skill choices, and how to live in the AI era
12 articles · 4 groups
Career & Life Strategy▸
The future of work, skill choices, and how to live in the AI era
— 大局観3 articles ▸
i
How Will AI Change Work? Impact Map and Adaptation Strategy
★ Start hereAI Navigate Original·4/27/2026
iiAI Predictions for 2026: 10 Points to Redefine the 'New Normal' in Work, Products, and Society
AI Navigate Original·3/17/2026
iiiCareer Strategy in the AI Era: How Will Each Occupation Change? Common Traits of People Who Thrive Through Redesign, Not Substitution
AI Navigate Original·3/17/2026
— 学び方4 articles ▸
iv
Reskilling Strategy 2026: Foundations and Expertise for the AI Era
AI Navigate Original·4/27/2026
vAI Tool Usage Roadmap: A Stage-by-Stage Guide from Beginner to Intermediate to Advanced
AI Navigate Original·3/17/2026
viRecommended Learning Resources to Leverage AI in the Workplace (Books, Courses, Communities)
AI Navigate Original·3/17/2026
viiHow to Choose an AI Certification: G-Test / E-Qualification / AWS ML
AI Navigate Original·3/17/2026
— 転職・副業3 articles ▸
viii
A Roadmap to Becoming an AI Engineer: How to Learn to Build Job-Ready Skills in 6 Months to 1 Year
AI Navigate Original·3/17/2026
ixAI-Native Job Market: Postings, Salaries, Interview Prep
AI Navigate Original·4/27/2026
xEarning with Side Work × AI: Winning Jobs, Rate Ranges, Contract Cautions
AI Navigate Original·4/27/2026