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The Blog

Capability-first learning, AI in education, and the changing shape of early careers.

AllAI & EducationHiringProductResearch
Stressed job seeker facing an experience-required sign at a laptop
Research

Why the experience trap is getting worse

6 min read

Employer screening interface with magnifying glass over candidate profile
Hiring

What employers actually screen for now

5 min read

Learner at laptop with floating code, chat and puzzle icons
Product

Designing simulations that measure capability

7 min read

AI robot pointing at holographic graph above stack of books
AI & Education

The end of knowledge scarcity

4 min read

Open Capability Playbook book with checklist and network icons
Research

From completion to capability: a MOOC playbook

8 min read

Diverse team at laptop with AI and brain icons above
AI & Education

How AI teammates change how we learn

5 min read

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