Fusália · AI Education Marvão, Alentejo — 39.3953° N · 7.3772° W Est. MMXXV

The tools will change.
Your thinking is
the constant.

Re-Learning is a human-centred programme that builds the thinking skills professionals need to thrive alongside AI.

Not tool training. Thinking proficiency.

Read the framework ↓
§ 01 · The Paradigm Shift

Why tool mastery is no longer enough.

AI is absorbing execution. The skills that defined careers for decades — mastering software, knowing which buttons to press — are becoming invisible infrastructure.

This isn't a threat.

It's a liberation — but only if you're prepared.

Value is shifting from operating tools to thinking clearly about what needs to be done, why it matters, and whether the result is any good.

ThenCommand line · keystrokes · manuals
Graphical interface · menus · wizards
Search · autofill · templates
Prompts · conversation · intent
NowYou define the what, machines do the how
NextOSAI — AI-native computing

"The Friction Removal Arc" — every generation of computing has removed a layer of friction between human intent and machine action.

Read the manifesto →
§ 02 · The Framework

Four stages. One progression.

A deliberate sequence — from understanding what's changing, to rebuilding how you actually work. Each stage earns the next.

1.
Recognize What is actually changing — and why does it matter to me?
Understand the paradigm shift from the Application Era to intent-based computing. See the Friction Removal Arc — from command line to natural language — and locate yourself within it. Confront the Competence Crisis honestly.
Paradigm Shift Friction Arc Competence Crisis Preview →
2.
Reframe How do I relate to this change — emotionally and professionally?
Rebuild your professional identity. Shift from manual expert to orchestrator — someone valued for defining intent, evaluating quality, and making strategic decisions. Practise measured vulnerability.
Identity Orchestration Vulnerability Preview →
3.
Responsibly What are the boundaries, risks, and ethical obligations?
Build your ethical compass. Learn to think in blast radius. Apply graduated autonomy. Understand the EU AI Act, GDPR, and data ownership. Ethics is not a chapter — it is a continuous thread.
Blast Radius Graduated Autonomy EU AI Act Preview →
4.
Rebuild What new skills do I need — and how do I practise them?
Master problem decomposition, quality evaluation (detecting confident garbage), and Socratic collaboration (dialogue, not dictation, with AI). Build new working habits that last.
Decomposition Confident Garbage Socratic Method Preview →
§ 03 · The Programme

Re-Learning Accelerate.

The complete course. Four stages, at your own pace, with guidance and certificate. Available in English and Dutch. No deadlines.

The Offering

Six modules. Seventeen exercises. One shift.

6
Modules
17
Exercises
6.5h
Guided learning
Re-access
  • Prologue, four core modules, epilogue
  • Progressively unlocked — each module builds on the last
  • Structured exercises with personal reflection
  • Justification Logs & Baseline Comparisons
  • Video guidance for every module
  • Fusália Re-Learning Certificate on completion
  • Bilingual — English & Nederlands
One-time · self-paced
349
VAT calc. at checkout · secure via Stripe
14-day refund · no questions
Positioning

Why prompt engineering is the wrong question.

Standard AI training

  • Teaches prompt engineering
  • Tool-specific — this quarter's hype
  • Evaluates output — did the AI do it?
  • One-time workshop
  • Ignores the emotional dimension

The Re-Learning framework

  • Teaches problem decomposition
  • Tool-agnostic — thinking that transfers
  • Evaluates process — did you think about it?
  • Progressive four-stage journey
  • Addresses the Competence Crisis head-on
§ 04 · The Last App — a Manifesto

"Every application you have ever used is someone else's opinion about how you should work."

The era of applications as we know them is ending. Something fundamentally different is taking its place.

The Last App argues that the building blocks for a new computing paradigm — OSAI, the AI-native operating system — already exist. Re-Learning is the educational response to that manifesto.

Read the full manifesto →
Jules Verne — "Anything one man can imagine, other men can make real."
Coming soon · Sep 2026

Marvão Residential Week

Five days of Re-Learning in a medieval hilltop village in the Alentejo. Half-day modules, half-day Alentejo. Small group. Big impact.

Clear thinking benefits from unhurried space.

For organisations

Train a team — without another tool demo.

Real AI literacy for your people — not tool training, but the thinking skills and ethical frameworks they actually need. Team bundles from €295/person.

§ 05 · About
RL

Ron Lior.

Founder of Fusália. Former enterprise technologist at Meta, PayPal, and Cognizant. Now building AI education from Marvão, Portugal.

After years of watching organisations adopt technology faster than they could understand it, Ron founded Fusália to address the deeper problem: not tool training, thinking proficiency.

Fusália operates from Marvão, a medieval hilltop village in Portugal's Alentejo region. Serious thinking benefits from stepping away from the noise.

LinkedIn ↗