Notes on learning that actually sticks.
Field notes from a team building the engine that measures what people can do, not what they clicked. Learning science, product decisions, and the occasional fox.
Prove learning ROI
Connect learning activity to business outcomes and investment decisions.
2 articles02Build AI-ready teams
Prepare people and managers to use AI with confidence at work.
9 articles03Map team skills
Find capability gaps and build the skills your team needs next.
60 articles04Improve personal workplace skills
Practice leadership, communication, focus, and better everyday decisions.
243 articlesBuild AI-ready teams
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AI coaching for employees: what it can and cannot do in 2026
A balanced 2026 guide to AI coaching for employees: what it does well, what it cannot replace, and how to use it without overselling it.

AI Upskilling: How to Build a Workforce AI-Skills Program in 2026
A practical, honest playbook for L&D leaders: how to assess AI skill gaps, sequence learning, and prove impact when you build a workforce AI-upskilling program.

What is Adaptive Learning? How AI Personalizes Training
Discover what adaptive learning is and how AI personalizes training using mastery models and spaced repetition.

How AI is Changing Corporate L&D in 2026
The AI revolution in L&D has moved beyond hype. Explore the real-world applications of AI in 2026, from automated mastery modeling to hyper-personalized capability engineering.

Hyper-Personalized Learning: Not a Buzzword, a Measurable Thing
Hyper-personalization in L&D defined precisely — the 4 levels, how to measure it, and why most 'personalized' platforms don't make the cut.

BKT vs DKT: How AI Actually Models What You've Mastered
A plain-language technical explainer on Bayesian Knowledge Tracing and Deep Knowledge Tracing — and why it matters for L&D and HR tech.

AI Learning Apps Compared in 2026 for Working Adults
The honest field guide to AI-powered learning apps in 2026. Which ones actually personalize and which ones just repackage content. For working professionals.

Best AI Learning Apps for Managers in 2026 (Tested)
AI learning apps tested against real manager problems. The five worth your time and the ones to skip. Personalization that actually works on Omie.
