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The AI Agent Job Market — Reading the Rise of the "Hireable Unit" Through Verified Data
About 23% of developers use AI agents at least weekly (Stack Overflow 2025), 57% of US work hours are theoretically automatable (McKinsey), and agentic AI drew $24.2B in VC funding in 2025 (PitchBook). A map of the emerging market built only on verifiable public data.
Career Intelligence Desk·2026-05-07 - 02RightsPay & unpaid wages
Unpaid Wages in Korea — The Official Route: Complaint, Substitute Payment, Free Legal Aid (2026 Guide)
In 2025, confirmed wage arrears in Korea reached 2.0679 trillion KRW across 262,304 workers (Ministry of Employment and Labor). Here is the official recovery route, step by step.
Protect Desk·2026-07-10 - 03ToolsAI guides by role
AI Tools for Lawyers — 7 Real Services, With Their Limits (2026)
Only legal-tech services that verifiably exist and operate today. What each one does, what it cannot do, and where to be careful — no inflated numbers.
Tools Desk·2026-05-05 - 04Fast-trackQuick start
Backend in 90 Days — A Non-CS Hacker's Bootcamp (2026 Edition)
A focused 90-day route to one deployed backend project, using AI tools for repetition and feedback without treating them as a substitute for fundamentals.
Learn Desk·2026-05-05 - 05AI AgentsMatching cases
Which Jobs AI Replaces — Korean Exposure Data and Dismissal Rules
In Korean estimates the most exposed occupations are doctors, accountants and lawyers. Bank of Korea figures, ILO and OECD transformation numbers, and what the law requires when AI is the stated reason for dismissal.
JOB.help·2026-08-12 - 06NewsMarket trends
Is AI Cutting Jobs? How to Read the 2026 Evidence Without Mixing Measures
Separate OECD observations, ILO task-exposure estimates, and WEF employer forecasts before drawing conclusions about AI and employment.
JOB.help·2026-07-10 - 07JobsCareer changes
How to Change Careers with No Experience: Build Evidence, Not Excuses
A practical framework for translating existing experience and small work samples into the language of a new role.
JOB.help Match Desk·2026-06-27 - 08JobsCareer changes
Korean-Style Aptitude Tests: Question Types and Test-Day Strategy
Major Korean employers screen candidates with standardized aptitude tests such as Samsung's GSAT and SK's SKCT. Here's how the format works — and an efficient prep plan that transfers to any timed cognitive assessment.
JOB.help Match Desk·2026-06-27 - 09JobsInterviews
12 Example Questions to Ask at the End of an Interview
How to choose and adapt closing questions to the time available, the interviewer, and what the conversation has already covered.
JOB.help·2026-06-20 - 10JobsResumes & cover letters
How to Answer “Why This Company, Why This Role”: A Flexible Framework for Connecting Fit
A flexible set of examples for connecting a company priority, relevant experience, and a realistic contribution without treating one structure as a hiring formula.
JOB.help·2026-06-20 - 11JobsInterviews
How to Review Interview Rejections and Improve Your Answers
Signals to review after repeated interview outcomes, plus adaptable answer frameworks for presenting relevant evidence.
JOB.help·2026-06-20 - 12AI AgentsMatching cases
AI Agents at Work in Five Industries — Illustrative Operating Scenarios
Ecommerce CS, logistics dispatch, medical charts, legal first-pass review, ecommerce catalog. Five industry-specific operating patterns decomposed as illustrative scenarios.
Agents Desk·2026-05-06 - 13LearnJob skills
AI Copilots Becoming Routine in Five Industries — Adoption Patterns from Public Cases and Research
GitHub, Klarna, Allen & Overy, BCG, Siemens — verified adoption cases from official announcements and published studies, including what the headline numbers leave out.
Learn Desk·2026-05-06